Artificial intelligence · AI for engineering consultancies

Artificial intelligence (AI) for engineering consultancies: how to run proposals, project information and reports, process by process

See how AI can be applied to the real work of a UK engineering consultancy: enquiries and fee proposals, bids and tenders, drawing registers and document control, RFIs and submittals, reports and specifications, meeting minutes, building safety records, resourcing and billing. The engineering economy runs to around 685,000 businesses and contributes an estimated 747 billion pounds in gross value added each year, over a third of UK output, yet 76% of engineering employers struggle to recruit for key roles, so senior engineer time is the scarcest resource a practice has. Each process comes with worked examples and an honest view of the technology, and one rule runs through all of it: the chartered engineer owns every design decision, every calculation and its sign-off.

Pick an area of your business

Enquiries and winning work

Project information and document control

Reports, specifications and meetings

Building safety and project admin

Billing and back office

Enquiry handling and fee proposals: a first draft ready for the engineer to price and own

New enquiries arrive across phone, email and web forms, and in a small practice the same associate who does the design also triages them and rebuilds the fee proposal from scratch. Setting out scope, assumptions, exclusions, deliverables and fee against the RIBA Plan of Work stages is careful, repetitive work, and it lands on your most billable people.

An assistant can capture and structure an incoming enquiry, pull the relevant scope and standard terms from your own past proposals, and assemble a first draft in your house style, mapped to the project stages. That leaves the engineer the judgement that actually wins work: what the scope really is, what to exclude, where the risk sits and what the fee should be.

The case is strongest in exactly the practices that feel the drain most. The engineering economy is dominated by small and medium firms, around 685,000 businesses in total, where the fee proposal repeatedly pulls the most senior people off design. Drafting it from your own material frees that time for the engineering and for the client conversation, which is where the win rate really moves.

There is a hard line under all of this. The scope and fee in a proposal define your contractual duty of care and your professional indemnity exposure, so what is in and out of scope is a professional judgement, not a template fill. A polished draft only helps if a competent engineer sets and checks the words that decide what you are on the hook for.

So the boundary is drawn from the start. AI assembles the draft; the chartered engineer sets and confirms the scope, the assumptions and the exclusions, decides the fee against the risk, and signs the proposal. Nothing goes to a client on autopilot, and any figure the assistant drafts is treated as unverified until an engineer confirms it.

WhatsApp· AI assistant

Hi, we're a small developer with a site in Leeds for a three-storey block. Before we go further, could you send us a fee proposal for the structural design?

Happy to get that moving, and a quick note that you're speaking with the practice's AI assistant. So I can put a first draft in front of one of our engineers, could you tell me the building type, the number of storeys, the rough floor area, and whether you already have an architect and a topographical or ground survey?

Three storeys, about 900 square metres in total, we have an architect but no ground investigation yet. What would you need in scope and roughly what does it cost?

That's useful. A structural appointment for a scheme like this usually runs from concept through to technical design, with the ground investigation stated as an exclusion until the report is in. I can draft that scope, the assumptions and the deliverables from our standard appointment for the engineer to review and tailor.

Great. Can you just confirm the fee figure and that the design will be signed off, so we can take it to our funder?

I can prepare the draft with the scope, assumptions and exclusions laid out, but the fee itself and the sign-off are for the chartered engineer, not for me. They set the fee against the risk and the scope, confirm what the appointment does and does not cover, and put their name to it. I'll have that draft ready for them today, and they'll come back to you with the confirmed figure you can take to your funder.

An incoming enquiry captured and structured

The assistant captures the enquiry from phone, email or web form, records the building type, storeys, floor area, programme and what the client already has in place, and structures it so the engineer sees a complete picture rather than a scattered thread. It gathers and organises; the engineer decides whether and how to pursue it.

Example

A developer's email about a three-storey block is turned into a structured enquiry with the scheme details set out, the missing ground investigation flagged, and a note that an architect is already appointed, ready for the engineer to scope.

The benefit

The triage that used to eat an associate's morning happens in the background, and the engineer starts from an organised enquiry rather than digging through an inbox to reconstruct what the client actually wants.

A first-draft fee proposal from your own precedents

From the enquiry and your library of past appointments the assistant assembles a first-draft proposal in your house style, mapped to the RIBA Plan of Work stages, with scope, assumptions, exclusions and deliverables laid out for the engineer to tailor. It never sets the fee itself.

Example

For a structural appointment on a small residential scheme, the assistant drafts the scope from concept through to technical design with the ground investigation stated as an exclusion, and hands it over with the fee left blank for the engineer to price.

The benefit

The blank-page time disappears from proposals. The engineer spends their hours on scope, risk and price rather than on rebuilding the practice's standard structure by hand every time an enquiry comes in.

Scope, assumptions and exclusions surfaced, not silently filled

Because the words define the duty of care, the assistant lays out the scope, assumptions and exclusions clearly and marks the decisions that need a person, rather than quietly completing them. The engineer sets what the practice will and will not take responsibility for before anything is committed.

Example

The draft flags that the appointment excludes the ground investigation until the report is in, and marks the design responsibility split with the other consultants as a point for the engineer to confirm rather than assuming it.

The benefit

The proposal that goes out reflects a deliberate scope decision, not a copied template, so you are clear about your exposure before you commit to it and there are no silent assumptions buried in the small print.

Enquiry and client data kept on bound tooling

Enquiry and client contact details are personal data, so the assistant works on contractually bound tooling under a written processor contract, hosted in the UK or EU, never in an open public model. The drafting efficiency is gained inside your controlled environment.

Example

A client's contact details and site information are used to draft the proposal on the practice's own tooling, so the data never becomes a prompt in a tool the practice does not control, and data minimisation and retention are set from the outset.

The benefit

You get faster proposals without handing client data to an open model, and your UK GDPR duties are met by design rather than bolted on after a near miss.

How ready the AI technology is

Drafting the fee proposal from your own material is a natural build today, with the pricing decision kept firmly human.

Capturing an enquiry and assembling a first-draft fee proposal in your house style, mapped to the RIBA Plan of Work stages, from your own past appointments, is buildable now. It sets out scope, assumptions, exclusions and deliverables and leaves the engineer the scope, risk and pricing decisions that actually win the work.RIBA
The value is largest in small and medium practices, and that is most of the sector: around 685,000 engineering businesses, where the same person often handles the enquiry, the proposal, the design and the invoice. Taking the routine drafting off that person frees the most billable time in the firm for design and for the client conversation.Royal Academy of Engineering
The build has a human decision wired into it, because the scope and fee define your contractual duty of care and PI exposure. What is in and out of scope is a professional judgement made and signed by a competent engineer, not a template the assistant fills, and every registrant remains personally responsible for the work they put their name to.Engineering Council
Judge the tooling on your own proposals, not a vendor's headline. Any win-rate or time-saved percentage quoted for proposal tools comes from the party selling it, often from another market, so treat it as a direction and measure it here: drafting time per proposal, how much the engineer still tailors, and your win rate before and after.

What to watch out for

The proposal is a legal document as much as a sales one, so these limits are in from the start.

Do not let a proposal go out on autopilot. A template filled by AI is a starting point, and a competent engineer sets and confirms the scope, assumptions, exclusions and fee before it is sent, because the in and out of scope decision defines the practice's duty of care and the engineer signs the appointment.Engineering Council
Enquiry and client contact details are personal data under the UK GDPR. An external AI provider that processes them is a processor needing a written contract, data minimisation and UK or EU hosting, not an open public model that keeps the client's details as a prompt.ICO
If the enquiry touches higher-risk building work, the practice must be able to demonstrate competence as a dutyholder under the Building Safety Act 2022. That competence judgement is human and cannot be inferred by an AI tool from an enquiry form, so the assistant flags it for a person rather than assuming it.legislation.gov.uk
A proposal that overstates capability or misstates a technical assumption can become a duty-of-care and PI problem later, so never let the assistant assert a design position or a fee the engineer has not checked, and treat any figure or specification it drafts as unverified until an engineer confirms it.

Bids, PQQs and tenders: the boilerplate drafted, the competence claim left to the engineer

Public and framework work is won through structured paperwork. Selection questionnaires and tenders under the Procurement Act 2023 ask the same recurring questions about turnover, insurance, health and safety policy, quality systems, case studies and relevant experience, and much of a bid is assembling answers your practice has written many times before.

An assistant can maintain a bid library of your approved answers, draft first responses to the standard questions from it, and keep the compliance checklist and word counts in order. That leaves your team its time for the win themes and the technical method, rather than for re-typing the boilerplate a fortnight before the deadline.

The economics are stark in a skills-short market. With 76% of engineering employers struggling to recruit for key roles, the hours a chartered engineer spends re-writing PQQ answers are hours not spent on billable design. Taking routine bid drafting off senior people is worth more than usual when you cannot simply hire another engineer to absorb it.

But bids increasingly ask you to evidence competence for higher-risk and safety-critical work, and under the Building Safety Act 2022 that competence is something the practice must be able to demonstrate rather than merely assert. A bid library can hold the evidence, the accreditations and the CVs, but whether you are genuinely competent to take on a given dutyholder role is a professional judgement your engineers make.

So the line is clear. AI assembles and formats the paperwork that describes the practice and its method; the responsible engineer reviews every technical claim, the fee and the final submission, and owns whether the practice is competent for the work, before anything is uploaded to the portal.

WhatsApp· AI assistant

We're putting together a bid for a council framework for structural and civil engineering. The selection questionnaire is 30 questions. Can you help us get it done by Friday?

Yes, and a quick note that you're talking to the practice's AI assistant. Many of those questions repeat across bids, so let me start by matching them against your approved bid library. Which framework is it, and do you have last year's answers on insurance, health and safety policy and quality management for me to draft from?

Here's last year's submission. There's a new section asking us to demonstrate competence for higher-risk building work. Can you just write that we're competent?

I can pull together the evidence for that section, the relevant accreditations, project case studies and the CVs of the engineers who would lead the work, and lay it out against exactly what the question asks.

Perfect, and can you confirm we meet the competence requirement so I can submit it tonight?

I can assemble and format the evidence, but whether the practice is competent to take on a higher-risk dutyholder role under the Building Safety Act is a judgement for your engineers to make and stand behind, not something I can confirm. I'll have the drafted section and the evidence pack ready for the responsible engineer to review, and once they're satisfied and have signed it off, you're good to submit.

A bid library of approved answers, kept current

The assistant maintains a library of your approved answers to the recurring questions, on insurance, health and safety policy, quality management, environmental policy and social value, and drafts first responses from it when a new selection questionnaire lands. It reuses what you have already written and cleared, so nothing is re-typed from memory.

Example

A council framework selection questionnaire repeats 20 of last year's questions almost word for word. The assistant drafts those answers from the library and marks the handful that are genuinely new for the team to write.

The benefit

The routine two-thirds of the bid is drafted in an afternoon rather than a week, and your people put their effort into the answers that actually differentiate the practice.

Compliance checklist and word counts held in order

The assistant tracks the submission requirements, the mandatory attachments, the format rules and the word or character limits for each answer, and flags where a response is over length or a required document is missing, so the administrative failure modes are caught before submission.

Example

The tool flags that two answers exceed the stated word count and that the required professional indemnity certificate has not yet been attached, with a day still to go before the portal closes.

The benefit

You do not lose a compliant bid to a mechanical slip, an over-length answer or a missing certificate, which is a needless way to be marked non-compliant on otherwise strong work.

A competence evidence pack assembled for the engineer to judge

Where a bid asks the practice to demonstrate competence for higher-risk or safety-critical work, the assistant gathers the relevant accreditations, project case studies and the CVs of the engineers who would lead the work, and lays them out against the question. It assembles the evidence; it never asserts that the practice is competent.

Example

For a section asking the bidder to evidence competence for higher-risk building work, the assistant pulls the accreditations, three relevant case studies and the lead engineers' CVs, and hands the pack to the responsible engineer to assess and stand behind.

The benefit

The evidence is quick to assemble and well organised, while the judgement that carries real liability, whether you are competent to take the role, stays with the engineer who would carry it.

Confidential bid data handled inside the practice

Bids carry staff CVs, referees and sometimes commercially confidential terms, so the assistant works on contractually bound tooling under a written processor contract, hosted in the UK or EU, not in an open public model. The personal and commercial data stays inside the practice's control.

Example

Staff CVs and named referees for a tender are handled on the practice's own tooling, so personal data does not become a prompt in a tool the practice cannot control, and the confidential pricing strategy stays internal.

The benefit

You gain the speed of assisted bidding without exposing staff personal data or your commercial position, and your UK GDPR duties on the bid data are met by design.

How ready the AI technology is

Assembling the recurring bid paperwork is a strong build now, with the technical claims and the competence call kept with the engineer.

Much of a bid is assembling answers the practice has written before. Selection questionnaires and tenders under the Procurement Act 2023 repeat the same questions on turnover, insurance, health and safety, quality systems and experience, so a bid library that drafts first responses and keeps the checklist and word counts in order is buildable now and frees the team for the win themes and the technical method.legislation.gov.uk
The case is strongest because senior engineer time is the scarcest resource. With 76% of engineering employers struggling to recruit for key roles, the hours a chartered engineer spends re-writing PQQ boilerplate are hours of billable design lost, so taking routine bid drafting off senior people matters more in a skills-short market, provided the technical claims and the submission are owned by an engineer.IET
The one thing the assistant must not do is assert competence. Bids increasingly ask you to evidence competence for higher-risk work, which under the Building Safety Act 2022 the practice must demonstrate rather than claim, so the tool gathers the accreditations, case studies and CVs and the engineers judge whether the practice can take the role.legislation.gov.uk
Treat any bid-tool statistic as direction, not proof. A win-rate or hours-saved figure in a vendor's material comes from another firm and from the party selling the tool, so measure your own: how much of each bid the library actually drafts, how many hours it takes off your engineers, and whether your win rate moves, before and after.

What to watch out for

The practice is bound by what it submits, so these limits are designed into the build.

A bid library speeds drafting but does not decide the bid. An engineer reviews every technical claim, the fee and the final submission before it is uploaded, and an AI-drafted answer that overstates experience or misquotes an accreditation or insurance limit is a duty-of-care and reputational risk, so every fact and figure is verified against the source record before submission under the Procurement Act 2023.legislation.gov.uk
Competence and dutyholder claims for higher-risk work are professional judgements under the Building Safety Act 2022. AI can gather the evidence, but it must not assert competence the practice has not verified, and the engineers who would carry the role make and own that call.legislation.gov.uk
Bid documents carry personal data, staff CVs and referees, and sometimes commercially confidential terms, so handle them on contractually bound tooling under the UK GDPR, hosted in the UK or EU, not in an open public model.ICO
Nothing in a bid substitutes for an engineer's design responsibility. AI never sizes, calculates or signs anything, it only helps assemble the paperwork that describes the practice and its method, and the design work itself stays entirely with the competent engineer.

Document control: the drawing register and transmittals kept clean, the design decisions left to the engineer

Every project runs on a controlled set of documents. The drawing register, revision control, transmittals and the record of who received which issue and when are repetitive to maintain, error-prone by hand, and easy to let slip when the design work is pressing.

An assistant can keep the drawing register current, draft transmittals, track revisions and issue status, and flag where a superseded drawing is still in circulation. The clerical burden of keeping the register clean and the transmittals logged is exactly the kind of admin AI removes reliably, while the judgement of what is fit to issue stays with the engineer.

For higher-risk buildings the record-keeping bar is now statutory rather than merely good practice. The golden thread of information under the Building Safety Act 2022 must be kept electronically as a controlled record, clear on who changed what and when, and handed over through design and construction. This is disciplined document control raised to a legal duty, and assisted handling can help keep the information structured, versioned and auditable.

There is a health and safety dimension too. Under the CDM Regulations 2015 designers must provide design information to the principal designer, the client and contractors so they can carry out their own duties, which makes accurate, traceable document issue a legal obligation and not just tidy housekeeping. If the wrong revision goes out, the consequences are not only commercial.

So the line holds firm. The assistant manages issue, revision and receipt and flags stale revisions; it never generates or alters the technical content of a drawing or the value of a dimension. Deciding what is complete and fit to issue, and confirming a dimension to build from, is the chartered engineer's design decision, and any figure the tool surfaces is verified against the signed drawing.

WhatsApp· AI assistant

We're the main contractor on your client's project. We think we're building off an old version of the foundation drawings. Can you tell us the current revision and who was sent what?

Let me check the drawing register, and a quick note that you're speaking with the practice's AI assistant. The current issue of the foundation general arrangement is revision C, issued on the transmittal dated last Tuesday. Revision B, which you may still be holding, was superseded on that date. I can send you the transmittal record showing exactly what went to whom.

That's a relief. Can you also confirm the setting-out dimensions on revision C are correct so we can pour next week?

I can send you revision C and the transmittal straight away so you're working from the current issue, and I'll flag your query to the project engineer at once.

We're tight on programme. Can't you just confirm the dimensions from the drawing so we don't lose a day?

I can make sure you have the correct, current revision in your hands within the hour, but I can't confirm the setting-out is right to build from. That's a design check the chartered engineer has to make and put their name to, especially on foundations. I'll get this in front of them now, and they'll confirm the dimensions to you directly before you pour.

The drawing register kept current automatically

The assistant maintains the drawing register as issues are made, records the current revision of each drawing, its status and the date, and keeps the whole register consistent so nobody is guessing which version is live. It tracks and organises; it does not decide what is fit to issue.

Example

As a batch of general arrangement drawings is issued at technical design, the register updates each entry to the new revision with the issue date, and the previous revisions are marked superseded, all in one controlled view.

The benefit

The register that used to drift out of date between three inboxes stays clean and current, so the team always knows the live revision without a manual reconciliation before every meeting.

Transmittals drafted and receipt logged

When drawings are issued the assistant drafts the transmittal, records exactly what went to whom and when, and keeps the receipt log, so there is always a traceable record of the issue. The engineer confirms the content is fit to send; the assistant handles the logging.

Example

A foundation drawing package is issued to the contractor, and the assistant produces the transmittal and logs the recipients and date, so a later query about who was sent what is answered from the record in seconds.

The benefit

You keep a clean, defensible audit trail of every issue without an administrator retyping transmittals, which matters both commercially and for the CDM duty to provide correct information.

Superseded revisions flagged before they cause harm

The assistant watches for where a superseded drawing may still be in circulation and flags it as a live item for a person, rather than assuming everyone is working from the current issue. It surfaces the risk; the engineer decides how to resolve it.

Example

The tool flags that the contractor was last sent revision B of a foundation drawing that has since gone to revision C, and raises it so the current issue can be reissued and confirmed before any work proceeds.

The benefit

The classic and expensive failure, building off an old revision, is caught early and made visible, so it is resolved on paper rather than discovered on site after the pour.

The golden thread kept structured and auditable

For higher-risk buildings the assistant helps keep the information structured, versioned and clear on who changed what and when, so the golden thread stays current rather than being reconstructed under pressure. It maintains the record; the accountable dutyholders remain responsible for its accuracy and completeness.

Example

On a higher-risk residential block, the assistant keeps the design information in one controlled electronic record with a full change history, and prompts for the items still missing against the golden thread checklist.

The benefit

The statutory record stays in good order as the project runs, which makes the golden thread far easier to maintain and hand over, while the safety accountability stays with the named dutyholders.

How ready the AI technology is

Controlled document handling is a reliable build now, with the fit-to-issue and dimension decisions kept with the engineer.

Keeping the drawing register current, drafting transmittals, tracking revisions and issue status and flagging where a superseded drawing is still in circulation is repetitive, error-prone work that an assistant handles reliably. The information management judgement, what is fit to issue, stays with the engineer, but the clerical burden of a clean register and logged transmittals is exactly what AI removes.RIBA
For higher-risk buildings this is a statutory duty, not just good practice. The golden thread of information under the Building Safety Act 2022 must be kept electronically as a controlled record, clear on who changed what and when, and handed over through design and construction. Assisted handling can keep it structured, versioned and auditable, which makes the record genuinely easier to maintain, while the dutyholders remain responsible for its accuracy.GOV.UK
Prove the value on your own document control, not a vendor's number. Any error-reduction or time-saved figure quoted for a document management tool comes from the party selling it, so treat it as direction and measure your own: how often a superseded revision reaches site, how quickly a who-got-what query is answered, and the admin time the register takes, before and after.

What to watch out for

A wrong revision has real consequences, so the human judgements and legal duties are drawn firmly.

Keeping the register clean is admin AI does well, but deciding what is fit to issue, and confirming a dimension or detail to build from, is the engineer's design decision, never the assistant's. A document-control assistant must never generate or alter the technical content of a drawing or the value of a dimension, and any figure it surfaces is verified against the signed drawing.Engineering Council
Issuing the wrong revision or failing to log an issue can breach the CDM 2015 duty to provide correct design information to the principal designer, the client and contractors. The engineer decides what is complete and fit to share; the tool only tracks and flags.HSE
For higher-risk buildings the golden thread is a statutory, auditable record. Assisted handling can maintain it, but the accountable dutyholders remain responsible for its accuracy and completeness under the Building Safety Act 2022, and the AI maintains the record, it does not make the safety decisions inside it.legislation.gov.uk
Registers and transmittals contain personal data, recipients and contacts, and confidential project information, so keep them on contractually bound tooling under the UK GDPR, hosted in the UK or EU, with defined access and retention.ICO

RFIs and submittals: logged, routed and chased, with the review decision left to the engineer

During construction the flow of requests for information and submittals is high volume and time-critical. Contractors raise RFIs and submit products and shop drawings for review, and a slow or lost response holds up the site and costs real money, so the pressure to answer quickly is constant.

An assistant can log every RFI and submittal, chase and track status, draft a first-pass acknowledgement, route each item to the right discipline, and keep the register up to date so nothing falls through the cracks. The clerical work of logging, routing and chasing is what AI takes away, and it takes away the failure mode of an item quietly going cold.

The substance of the answer is a different matter entirely. An RFI response or a submittal review is a design decision. It can change a detail, accept or reject a proposed product, or confirm a dimension, so it must be made and signed off by a competent engineer, not generated to keep the programme moving.

The stakes are not only about time. RFI answers and submittal reviews have to be consistent with the Building Regulations 2010 and the approved documents, and with the design intent, so a wrong answer is a compliance and safety issue, not just a delay. A section that looks similar can behave very differently in capacity, deflection or connection design.

So the control is a hard one. AI drafts and organises the query and the evidence and prepares the review pack; no RFI response or submittal approval leaves the office until an engineer has checked it against the regulations, the specification and the design, and taken responsibility for it.

WhatsApp· AI assistant

RFI 214: the steel supplier wants to substitute the specified beam for a different section they have in stock. Can we use it? We need an answer today to keep fabrication going.

A quick note that you're speaking with the practice's AI assistant. I've logged RFI 214 and pulled the specified section, the relevant structural drawings and the connection details, so the engineer has everything in one place. Could you send the supplier's proposed section and grade, so the full comparison is in front of them?

Here's their proposal. It looks similar to me. Can you just approve the substitution so they can crack on?

I can prepare the review pack and a draft response for the engineer, setting the proposed section against the specified one, but I can't approve a structural substitution. That's a design decision.

But it's basically the same beam. Surely you can confirm it's fine?

It may well be acceptable, but a section that looks similar can behave differently in capacity, deflection or the connection design, and confirming it's safe is a calculation and a judgement the chartered engineer has to make and sign off. I've flagged RFI 214 as urgent with the full pack attached, and the engineer will give you a decision today. I'll keep the supplier updated on timing in the meantime.

Every RFI and submittal logged and tracked

The assistant logs each incoming RFI and submittal the moment it arrives, records the status, deadline and discipline, and keeps the register current so nothing is lost between people. It handles the register; the engineer handles the answer.

Example

A contractor raises an RFI about a beam substitution, and the assistant logs it with a reference and a due date, so it is visible on the live register rather than buried in one engineer's inbox.

The benefit

Nothing falls through the cracks in the busiest phase of the job, and you always know what is outstanding, what is overdue and who holds each item, without a manual trawl.

Each item routed to the right discipline

The assistant reads the query, identifies whether it is structural, civil, building services or another discipline, and routes it to the responsible engineer with the relevant drawings and previous answers attached. It directs the traffic; the engineer makes the call.

Example

A submittal for a proposed cladding fixing is routed to the right engineer with the specification clause and the relevant details already gathered, so they open a complete pack rather than chasing the background.

The benefit

Items reach the correct engineer first time with the context attached, so review starts faster and nothing bounces around the team looking for an owner.

A review pack and holding response prepared

For each item the assistant gathers the specified detail, the relevant drawings and the previous answers, sets the proposal against what was specified, and drafts a holding acknowledgement to the contractor. It prepares the pack and buys a little time; it never approves the substitution or confirms a size.

Example

For a steel section substitution the assistant assembles the specified section, the connection details and the drawings, drafts a holding note, and hands the pack to the engineer to decide, rather than approving the swap.

The benefit

The engineer opens a ready-made comparison and can make the design decision quickly, and the contractor gets a prompt acknowledgement while the real answer is prepared properly.

Status chased so the programme is protected

The assistant chases outstanding RFIs and submittals as their deadlines approach, prompts the responsible engineer, and keeps the contractor updated on timing, so items do not stall. It manages the follow-up; the engineer keeps the decision.

Example

As an urgent RFI nears its deadline, the assistant flags it to the engineer and lets the contractor know it is with the engineer for a decision that day, keeping everyone informed without a chasing phone call.

The benefit

The site keeps moving because responses do not go cold, and the engineer is prompted on the genuinely time-critical items rather than discovering a missed deadline after the fact.

How ready the AI technology is

The RFI and submittal admin is a strong build now, with the review decision kept firmly with the engineer.

Logging every RFI and submittal, chasing and tracking status, drafting a first-pass acknowledgement and routing each item to the right discipline is buildable now, and it removes exactly the clerical work that lets a time-critical item go cold. The technical answer and the review decision are the engineer's; the logging, routing and chasing is what the assistant takes away.RIBA
The substance stays human because it is a design decision. An RFI answer or a submittal review can change a detail, accept or reject a product or confirm a dimension, so whether a substituted product is acceptable or a proposed change is safe is exactly the professional judgement that stays with the chartered engineer, who signs it off.Engineering Council
Measure the effect on your own site, not on a vendor's headline. Any response-time or delay-reduction percentage quoted for an RFI tool comes from the party selling it and from another project, so treat it as direction and prove it here: how fast items are acknowledged, how few go overdue and how quickly the review pack reaches the engineer, before and after.

What to watch out for

An RFI answer can bear on compliance and safety, so the boundary is drawn hard.

Logging and chasing RFIs and submittals is admin AI handles well, but the technical answer and the accept or reject decision are design decisions for a competent engineer, never for the assistant. A product substitution or a changed detail can require calculation, so AI must never approve a structural or safety-critical submittal or confirm a size, it only prepares the review pack for the engineer to decide.Engineering Council
RFI answers must be consistent with the Building Regulations 2010, the approved documents and the design intent, so no response leaves the office until an engineer has checked it against them, because a wrong answer is a compliance and safety issue, not just a programme one.legislation.gov.uk
On higher-risk work an RFI answer can touch the golden thread and dutyholder responsibilities under the Building Safety Act 2022, and under CDM 2015 the designer must give correct information to contractors, so the engineer, not the tool, carries that duty.HSE
RFI and submittal logs hold contractor personal data and confidential project detail, and a plausible but wrong AI-drafted answer is a real duty-of-care and PI risk, so keep the data on bound tooling under the UK GDPR and verify every drafted answer before it is issued.ICO

Report and specification first drafts: structured for the engineer, with every figure and clause verified

Reports and specifications are a major share of a consultancy's written output. Feasibility and options reports, structural and civil design statements, and specifications assembled from standard clauses are a lot of repetitive structure wrapped around a core of engineering judgement, and the structure eats time that the judgement should have.

An assistant can produce a first draft in your house style, populate the standard sections, pull the relevant clauses from your own library, and tidy the language, so the engineer starts from a structured draft rather than a blank page. The engineering content, the numbers, the recommendation and the specified requirements are authored and owned by the engineer.

This is where the honesty about AI has to be sharpest, because this is where hallucination bites hardest. A general model can invent a standard reference, a clause number or a product performance figure that reads convincingly and is wrong, and a specification and a report carry legal and safety weight: they must be consistent with the Building Regulations 2010, and a specified requirement drives what is built.

The single biggest risk on this whole page lives here: a fabricated or mis-copied spec clause, standard reference or load value in a report that looks right and is not. So the control is drawn explicitly. Every specified requirement, every standard cited and every figure is checked by a competent engineer against the source before the document is issued, and the assistant leaves numbers as marked placeholders rather than inventing them.

A design report is also a safety document. Under CDM 2015 designers must eliminate foreseeable risks so far as reasonably practicable and record the significant residual risks, so the identification of risks and the residual-risk register are the engineer's to author and verify. AI assembles and formats the draft; the engineer writes the engineering, checks every citation, and signs the report.

WhatsApp· AI assistant

Can you draft the structural design report for the warehouse scheme? We need it for the building control submission this week.

Yes, and a quick note that you're speaking with the practice's AI assistant. I'll build a first draft in your report template with the standard sections, the site and scheme description, the design basis, the loadings summary and the residual-risk section, populated from the project information you've shared. Which design codes and load cases should the design basis reference?

The usual Eurocodes. Just put in the standard load values and the member sizes from the model and note that it complies with the Building Regulations.

I'll lay out the design basis section and leave the specific load values, the member sizes and the code clause references as marked placeholders for the engineer to insert from the analysis, rather than filling them in myself.

Why not just pull the numbers in and state it complies, to save time?

Because those numbers and the compliance statement are the engineering, and if I inserted a load value, a member size or a code clause that wasn't taken straight from the verified analysis, it could read convincingly and be wrong. The chartered engineer has to put in the figures from the calculations, confirm the compliance and sign the report. I'll have the full draft structured and ready so that's quick for them, and they'll complete and sign it before it goes to building control.

A first draft in your house style, structured and sectioned

From the project information the assistant builds a first draft in your report or specification template, with the standard sections in place, the site and scheme description populated, and the language tidied, so the engineer starts from structure rather than a blank page. It drafts the scaffolding; the engineer writes the engineering.

Example

For a structural design report the assistant lays out the site description, the design basis section, the loadings summary heading and the residual-risk section, populated from the shared project information, ready for the engineer to complete.

The benefit

The hours lost to formatting and reproducing the standard structure disappear, and the engineer's time goes to the design content and the recommendation, which is the part only they can write.

Standard clauses pulled from your own library

The assistant assembles specification content from your own approved clause library, rather than from open text, and marks where a clause needs project-specific selection by the engineer. It reuses what you have cleared before; it does not invent a clause or a standard reference.

Example

A specification is assembled from the practice's standard clauses for the relevant work sections, with the performance requirements left as marked selections for the engineer to set from the design.

The benefit

Specifications come together from vetted material in your own words, so drafting is faster and the risk of an invented or inappropriate clause slipping in is designed out from the start.

Numbers and citations left as placeholders, never invented

The assistant does not fill in load values, member sizes, code clause references or product performance figures itself. It marks them as clear placeholders for the engineer to insert from the verified analysis, because a fabricated or mis-copied figure can read convincingly and be wrong. The engineer supplies and confirms every number and reference.

Example

In the design basis section the assistant leaves the specific load values, the member sizes and the code clauses as marked placeholders, rather than pulling in numbers that were not taken straight from the analysis.

The benefit

The failure that matters most on a report, a plausible but fabricated clause, standard reference or load value, is designed out, so the speed of a first draft never comes at the cost of a wrong figure reaching building control.

The residual-risk section prepared for the designer to author

The assistant lays out the residual-risk section in the required structure and prompts for the significant risks to be recorded, but the identification of the risks and the design decisions behind them are authored by the engineer, as the CDM 2015 designer duty requires. It structures the section; the designer fills it with real engineering judgement.

Example

The draft report includes a residual-risk section with the expected headings, ready for the designer to record the significant residual risks they have identified and the information others need to manage them.

The benefit

The safety-critical part of the report is consistently structured and never forgotten, while the professional act of identifying and recording the risks stays with the designer who is duty bound to get it right.

How ready the AI technology is

First-draft reports and specifications are a strong build now, with one risk the build has to control tightly.

Producing a first draft in the practice's house style, populating the standard sections, pulling relevant clauses from the practice's own library and tidying the language is buildable now, so the engineer starts from a structured draft rather than a blank page. The engineering content, the numbers, the recommendation and the specified requirements are authored and owned by the engineer.Engineering Council
This is where hallucination risk bites hardest, and the build has to control it. A general model can invent a standard reference, a clause number or a product performance figure that reads convincingly and is wrong, and specifications and reports must be consistent with the Building Regulations 2010, so the control is that a competent engineer checks every specified requirement, every standard cited and every figure against the source before the document is issued.legislation.gov.uk
Prove it on your own documents, not on a vendor's claim. Any drafting-time or productivity percentage quoted for a reporting tool comes from the party selling it and from another practice, so treat it as direction and measure your own: drafting time per report, how much the engineer still writes, and how reliably the verification step catches anything invented, before and after.

What to watch out for

A report can carry a fabricated figure that looks right, so the verification rule is absolute.

AI produces a draft, not the engineering. The numbers, the recommendation, the specified requirements and the compliance statement are authored and owned by a competent engineer who signs the report, and never let AI invent or transcribe a load value, a member size, a standard reference or a product performance figure, because a fabricated or mis-copied clause is a compliance and duty-of-care failure, so every figure and citation is verified against the source.legislation.gov.uk
A design report is also a CDM 2015 safety document. The identification of risks and the residual-risk register are the designer's duty to author and check, not the tool's, and the assistant only structures and formats the section.HSE
Reports and specifications on higher-risk buildings feed the golden thread and the dutyholder's accountability under the Building Safety Act 2022, so the competent engineer owns that content and the assistant only formats it.legislation.gov.uk
Draft reports contain confidential client and project data and sometimes personal data, so generate them on contractually bound tooling under the UK GDPR, hosted in the UK or EU, never by pasting the project into an open public model.ICO

Meeting minutes and actions: a tidy draft in minutes, with design decisions confirmed by the engineer

Design team and site progress meetings run throughout a project, and writing up the minutes, decisions and actions afterwards is recurring admin that often lands on a senior engineer late in the day, when the meeting is already a blur and the evening is gone.

An assistant can turn a recording or rough notes into structured minutes, pull out the decisions and the actions with owners and dates, and draft the circulation, so the write-up takes minutes rather than an evening. The engineer reviews and approves what is recorded, but the mechanical work of producing tidy, consistent minutes is exactly what AI does well.

Minutes are not just a record, though. A design decision or an instruction captured in them can carry contractual and design weight, so what is written down as agreed has to be accurate and confirmed. A minuted decision can commit the practice or change the design, which is why the assistant drafts and the engineer confirms.

There is a data protection dimension as well. Meeting recordings and transcripts contain personal data, and increasingly the identifiable voices and views of named individuals, so how they are captured, stored and shared is governed by the UK GDPR and the Data Protection Act 2018. Attendees should know it is happening, and the data needs a defined retention period on a processor under a written contract.

So the boundary is set. AI drafts the minutes and the action list; anything recorded as a design decision, an instruction or a change is checked and confirmed by the responsible engineer before the minutes are issued. Genuine design decisions are made in the room by people, never inferred by a transcription tool from a recording.

WhatsApp· AI assistant

Here's the recording of this morning's design team meeting. Can you write up the minutes and the actions and send them round?

Yes, and a quick note that you're speaking with the practice's AI assistant. I'll draft structured minutes with the attendees, the key discussion points, the decisions and a clear action list with owners and dates. Before I circulate, should the client and the contractor be on the distribution, and would you like it issued as a draft for the engineer to approve first?

Issue it as approved, save a step. There was a decision to change the transfer beam depth, put that in as agreed and actioned.

I'll capture that discussion and mark the transfer beam depth as a proposed change for the engineer to confirm, and I'll keep the write-up as a draft rather than issuing it as approved.

It was agreed in the meeting though. Why not just record it as a done design decision?

I can record that the change was discussed and note who raised it, but a change to a transfer beam depth is a design decision with structural consequences, and recording it as agreed and actioned is something the responsible engineer needs to confirm, not something I should finalise from a recording. I'll have the draft minutes ready for their quick review, and once they've confirmed the beam decision and approved the write-up, I'll circulate straight away.

Structured minutes from a recording or rough notes

The assistant turns a recording or the chair's rough notes into structured minutes with attendees, the key discussion points and a clear record, in your house format, so the write-up is done in minutes. It produces the draft; the engineer reviews and approves it before issue.

Example

A design team meeting recording becomes a draft set of minutes with attendees, the discussion points and the decisions laid out, ready for the chair to review that afternoon rather than that evening.

The benefit

The write-up that used to cost a senior engineer an evening takes a few minutes to review, so minutes go out promptly and consistently instead of piling up as a dreaded backlog.

Actions pulled out with owners and dates

The assistant extracts the actions from the discussion, assigns the owner and the due date as agreed, and lays them out as a clear action list for the engineer to check. It captures what was said; it does not invent commitments that were not made.

Example

From the meeting the assistant produces an action list with each action, its owner and its date, so the chair confirms the list rather than reconstructing who agreed to do what from memory.

The benefit

Actions are captured clearly and nothing agreed is quietly lost, so follow-up is straightforward and the meeting actually drives the work forward rather than fading by the next one.

Design decisions marked as proposed for confirmation

Where a discussion touched a design decision, an instruction or a change, the assistant records it as a proposed item for the engineer to confirm and marks the write-up as a draft, rather than finalising it as agreed and actioned. The engineer confirms the design content before anything is issued.

Example

A discussion about changing a transfer beam depth is captured and attributed, but marked as a proposed change for the engineer to confirm, and the minutes stay a draft until they do, rather than being issued as an approved decision.

The benefit

A design change with structural consequences is never silently committed by a transcription tool, so the record is accurate and the engineer, not the recording, decides what counts as an agreed design decision.

Recordings handled under data protection duties

The assistant processes the recording on contractually bound tooling under a written processor contract, hosted in the UK or EU, with attendees told it is happening and a defined retention period set. The convenience of a recording never removes the data protection duties around it.

Example

A recorded design meeting is processed on the practice's own tooling with a set retention period, and attendees are told at the start that it is being recorded and written up by an assistant.

The benefit

You get the efficiency of recorded minutes without a UK GDPR problem, because transparency, retention and a processor contract are built into how the recording is handled from the outset.

How ready the AI technology is

Turning a meeting into tidy minutes is a reliable build now, with the design decisions confirmed by the engineer.

Turning a recording or rough notes into structured minutes, pulling out the decisions and the actions with owners and dates, and drafting the circulation is buildable now, so the write-up takes minutes rather than an evening. The engineer reviews and approves what is recorded, but the mechanical work of producing tidy, consistent minutes is exactly what an assistant does well.RIBA
The human confirmation is wired in because minutes carry weight. A design decision or an instruction captured in them can commit the practice or change the design, so anything recorded as a design decision is checked by the responsible engineer before the minutes are issued, and genuine design decisions are made in the room by people, not inferred by a transcription tool.Engineering Council
Measure the value on your own meetings, not a vendor's headline. Any time-saved percentage quoted for a minute-taking tool comes from the party selling it, so treat it as direction and prove it here: how quickly minutes go out, how much the chair still edits, and whether actions are actually followed through, before and after.

What to watch out for

A minuted decision can carry design and contractual weight, so these limits are firm.

Minute-writing is admin AI handles well, but the engineer reviews and approves the record before it is issued, because a minuted decision can commit the practice or change the design. A transcription tool must never turn a discussion into a confirmed design decision on its own, and AI can mishear or paraphrase a technical instruction into something subtly wrong, so any recorded decision, figure or instruction is checked against what was actually agreed before issue.Engineering Council
Recordings and transcripts are personal data under the UK GDPR and the Data Protection Act 2018. Tell attendees it is happening, set a retention period, and use a processor under a written contract hosted in the UK or EU, because the convenience of a recording does not remove the data protection duties.ICO
On higher-risk projects a minuted design decision can feed the golden thread and the dutyholder record under the Building Safety Act 2022, so accuracy and engineer confirmation matter even more, and an inaccurate minute can become a duty-of-care and contractual problem.legislation.gov.uk

Building safety records: the golden thread kept in order, the competence decision left to the dutyholder

The Building Safety Act 2022 created a dutyholder and competence regime for building work, and for higher-risk buildings a golden thread of information that must be created, kept electronically as a controlled record and handed over through design, construction and into occupation. The record-keeping side of that is heavy, structured admin.

Keeping the information current, versioned, and clear on who changed what and when is exactly the kind of disciplined document work an assistant can help maintain. It can gather the information into one controlled electronic record, prompt for the items that are missing, and keep the audit trail as the project updates, so the golden thread stays current rather than being reconstructed under pressure.

But it is document administration only, and the distinction matters more here than anywhere else on the page. Whether a person or practice is competent to carry out a dutyholder role, and whether a design meets the required standard, are professional judgements that the Building Safety Act and CDM 2015 place on named, accountable people, and cannot be delegated to a tool.

So the line is clear and it does not move. AI maintains the golden thread record and the compliance paperwork; the competent dutyholders make and own the competence and safety decisions. The assistant can show you what is present and what is outstanding, but it cannot vouch that the design is right or that your team is competent to sign.

Treat the assistant as record-keeping, not assurance. It can flag a missing document, but the competence assessment, the design sign-off and the dutyholder accountability stay entirely human, and relying on the tool as if it had given assurance is a serious duty-of-care and PI exposure.

WhatsApp· AI assistant

We're the principal designer on a higher-risk residential block. The golden thread is a mess, spread across emails and drives. Can you help us get it under control?

Yes, that's a good fit for an assistant, and a quick note that you're speaking with the practice's AI assistant. I can help gather the information into one controlled, electronic record, keep it versioned so it's clear who changed what and when, prompt for the items that are missing, and maintain the audit trail as it's updated through the project.

Brilliant. Can you also review the design information and confirm it meets the Building Safety Act requirements, so we can sign the dutyholder declaration?

I can organise and version the information and show you clearly what's present and what's still outstanding against your golden thread checklist.

But can you confirm it's compliant and that we're competent to sign as dutyholders? That's the bit we're unsure about.

No, and I'd be doing you a disservice if I pretended I could. Whether the design meets the Building Safety Act requirements, and whether your team is competent to sign as dutyholders, are professional judgements the named, accountable people have to make and stand behind. What I can do is keep the golden thread accurate, current and auditable so your competent engineers and your principal designer have a clean record to base those decisions on. The competence and compliance calls stay with them.

The golden thread gathered into one controlled record

The assistant helps pull the information out of scattered emails and drives into one controlled, electronic record, structured against your golden thread requirements, so it is in a single auditable place. It organises the record; the dutyholders remain responsible for its accuracy and completeness.

Example

On a higher-risk residential block the assistant helps consolidate the design information from three inboxes and a shared drive into one controlled record, mapped to the golden thread checklist.

The benefit

The information that was spread across the practice becomes a single, controlled record, so the golden thread is maintainable through the project rather than reconstructed in a scramble before handover.

Versioning and a change audit trail maintained

The assistant keeps the record versioned so it is clear who changed what and when, and maintains the audit trail as items are updated through design and construction, which is exactly what the golden thread requires. It keeps the history; the people making the changes own their content.

Example

As a design document is revised, the assistant records the change, who made it and when, so the record shows a clean, auditable history rather than an untraceable set of overwrites.

The benefit

The controlled, auditable record the Act requires is kept in order as you go, so an amendment always shows its provenance and the golden thread can be relied on and handed over cleanly.

Missing items prompted against the checklist

The assistant checks the record against your golden thread checklist and prompts for the items that are still outstanding, so gaps are visible early. It flags what is missing; it does not judge whether what is present is safe or compliant.

Example

The assistant shows that a fire strategy document and a specific set of details are still outstanding against the checklist, so they can be chased while there is time, rather than found missing at handover.

The benefit

Gaps surface early as a clear list, so the record is completed in good order, while the judgement about whether the content is adequate stays with the competent people.

Building safety information held with defined access

Golden thread and building safety information is sensitive and contains personal data, so the assistant holds it on contractually bound tooling under a written processor contract, hosted in the UK or EU, with defined access and retention. The security is built into how the record is kept.

Example

The controlled record is held on the practice's own bound tooling with access limited to the project team and a set retention period, rather than in an open tool or a general inbox.

The benefit

The highly sensitive safety and personal data is protected by design, so keeping the golden thread in good order does not create a data protection exposure of its own.

How ready the AI technology is

Maintaining the golden thread record is a genuine build now, with the safety and competence judgements kept entirely human.

The record-keeping side of the Building Safety Act 2022 is heavy, structured admin: keeping the golden thread current, versioned, and clear on who changed what and when, kept electronically as a controlled record and handed over through the project. Assisted handling can help maintain that record, which is genuinely useful, but it is document administration only, not the safety judgement.legislation.gov.uk
The golden thread must be a controlled record where any amendment shows who made the change and when, kept electronically and transferable, which is exactly the versioned, auditable admin an assistant keeps in order. It can structure the information, prompt for missing items and maintain the audit trail; what it must never do is decide what is safe or whether a competence or dutyholder requirement is met.GOV.UK
Judge it as record-keeping, not assurance, and measure it on your own project. Any efficiency figure a compliance tool quotes comes from the party selling it, so treat it as direction and prove your own: how current the record stays, how quickly a missing item is spotted, and how clean the handover is, before and after, without ever letting the tool stand in for a safety judgement.

What to watch out for

This is the sharpest line on the page: record-keeping yes, safety judgement never.

Keeping the golden thread current, versioned and auditable is document admin an assistant can help with; deciding what is safe or compliant is not, and must stay with the competent dutyholders. AI must never produce or confirm a competence assessment, a dutyholder declaration or a design sign-off under the Building Safety Act 2022, because those are named, accountable human judgements.legislation.gov.uk
Under CDM 2015 the designer's duties to eliminate risk and inform others cannot be delegated to a tool. The assistant maintains the record; the designer carries the duty, and treating the tool as assurance rather than record-keeping is a serious duty-of-care and PI exposure.HSE
Golden thread and building safety information contains personal data and highly sensitive safety data, so hold it on contractually bound tooling under the UK GDPR, hosted in the UK or EU, with defined access and retention.ICO

Resourcing and timesheets: time captured accurately, with the performance calls left to people

Consultancies live or die on utilisation. Staff book time to projects, and resourcing, timesheet chasing, project set-up and status reporting are constant admin that competes for the same senior time that does the fee-earning work, so the admin quietly costs you twice.

An assistant can draft timesheet narratives from the day's activity for the engineer to confirm, chase missing time, keep the resource plan and project status current, and pull together a progress summary. Capturing time that would otherwise go unbooked protects margin directly, while the person stays in control of what is actually recorded against each project.

The case is strongest because engineering time is the scarcest resource you have. With 76% of engineering employers struggling to recruit for key roles, every hour lost to project admin is an hour of design capacity the firm cannot easily replace, so redirecting resourcing and timesheet admin off engineers is worth more than tidier records alone.

The data has to be handled with care. Timesheets, resource plans and staff records are personal data about employees, so processing them through an assistant is governed by the UK GDPR and the Data Protection Act 2018, with data minimisation, purpose limitation and a retention schedule. This is ordinary employee personal data, handled properly, not a free-for-all.

And there is a firm line on decisions about people. A timesheet narrative is a draft to confirm, not a record to auto-post, and any resourcing or performance decision made by automated means falls under the Data (Use and Access) Act 2025 regime that took effect on 5 February 2026: tell people, explain the logic, allow them to contest it and provide human review. Whether a project needs more engineering time is an engineering judgement, and whether a person is underperforming is a human call, never an automated flag.

WhatsApp· AI assistant

Our engineers never fill in their timesheets on time and we're sure we're under-recording. Can you help us capture the time properly?

Yes, and a quick note that you're speaking with the practice's AI assistant. From each person's calendar, model activity and document history I can draft a suggested timesheet narrative per day, split by project, for them to review, adjust and confirm. Which projects and codes should I map activity to, and over what week do you want to start?

Start with last week. Actually, can you just auto-submit the drafts so we don't have to chase people?

I can prepare the drafts and send each engineer a quick confirm-or-adjust prompt, so it takes them a minute rather than being auto-posted without a check.

And can you use the timesheet data to decide who's underperforming and flag them to me?

I'd be careful there. I can show you the recorded hours and utilisation as figures for you to interpret, but making a judgement about a person's performance from that data is a decision that affects them, and under the Data (Use and Access) Act it needs a human making the call, not an automated flag. And the engineering judgement about whether a project needs more time sits with your engineers. I'll keep the time capture accurate and let you and your managers draw the conclusions.

Timesheet narratives drafted from the day's activity

From each person's calendar, model activity and document history the assistant drafts a suggested timesheet narrative per day, split by project, for them to review, adjust and confirm. It recovers the small increments a busy day loses, while the person decides what is actually recorded.

Example

At the end of a heavy day an engineer opens draft narratives across three projects, adjusts one and confirms the rest, and an hour of work that would have gone unbooked is captured before it is forgotten.

The benefit

The gap between work done and time recorded, a direct hit to margin, narrows without adding an admin chore to the evening, and the engineer stays in control of every entry against each project.

Missing time chased without auto-posting

The assistant prompts each person to confirm or adjust their draft, so filling in a timesheet takes a minute rather than being chased by a manager, and nothing is auto-submitted without a check. It handles the follow-up; the person owns the submission.

Example

Instead of a manager chasing late timesheets, each engineer gets a quick confirm-or-adjust prompt on their draft narratives, and the week is captured with a few clicks rather than a reminder email.

The benefit

Time gets captured while it is fresh and accurate, so under-recording shrinks and the awkward chase disappears, without a draft ever being posted against a project the person has not checked.

Resource plan and project status kept current

The assistant keeps the resource plan and project status up to date from the recorded activity and pulls together a progress summary, so the picture of who is on what and where each project stands is current. It maintains the view; the engineers judge whether a project needs more time.

Example

The assistant produces a current resource and status summary across the live projects for the weekly review, so the discussion starts from an accurate picture rather than a stale spreadsheet.

The benefit

You get a current, reliable view of utilisation and project status without a manual weekly rebuild, so resourcing conversations are grounded in real data and the engineers make the judgement calls.

Decisions about people kept human

The assistant presents recorded hours and utilisation as figures for a manager to interpret, but it does not judge a person's performance or flag someone automatically, because a decision that affects a person needs a human under the Data (Use and Access) Act 2025. It shows the data; people draw the conclusions.

Example

Asked to flag who is underperforming, the assistant declines to make that call and instead presents the utilisation figures for the manager to interpret, keeping the judgement with a person.

The benefit

You get accurate data to inform people decisions without an automated performance flag, so you stay the right side of the automated decision-making rules and treat staff fairly by design.

How ready the AI technology is

The time and resourcing admin is a practical build now, with the people decisions and the engineering calls kept human.

Drafting timesheet narratives from the day's activity for the engineer to confirm, chasing missing time, keeping the resource plan and project status current and pulling together a progress summary is buildable now. Capturing time that would otherwise go unbooked protects margin directly, while the person stays in control of what is recorded against each project.Royal Academy of Engineering
The value is largest because qualified engineering time is the scarcest resource. With 76% of engineering employers struggling to recruit for key roles, every hour lost to project admin is design capacity the firm cannot easily replace, so redirecting resourcing and timesheet admin off engineers is worth more than tidier records, it is expensive, hard-to-hire hours given back to billable design.IET
Prove the recovery on your own books, not a vendor's number. Any utilisation or time-recovered percentage quoted for a timesheet tool comes from the party selling it and from another firm, so treat it as direction and measure your own: the billable hours you recover, how complete timesheets become and how quickly they close, before and after.

What to watch out for

This is employee data and decisions about people, so the limits are drawn firmly.

Timesheet narratives are drafts to confirm, not records to auto-post: the person checks and owns what is booked against each project, and whether a project needs more engineering time, or a design needs more hours to be safe, is an engineering judgement for the engineer, not a resourcing calculation the tool should make.Engineering Council
Timesheets and staff records are employee personal data under the UK GDPR and the Data Protection Act 2018, with data minimisation, purpose limitation and a retention schedule, handled on contractually bound tooling.ICO
Any resourcing or performance decision made by automated means falls under the Data (Use and Access) Act 2025 automated decision-making regime effective 5 February 2026: tell people, explain the logic, allow them to contest it and provide human review. Do not let an assistant quietly become the arbiter of who is performing or how a project is staffed; keep it to capturing and presenting the data, with managers and engineers making the calls.ICO

Fee invoicing, work in progress and Making Tax Digital for VAT

Fee invoicing in a consultancy is tied to stage completion, milestones or applications for payment, and getting invoices and fee accounts out promptly and accurately protects cash flow. Yet it is exactly the admin that slips when engineers are busy, and a stage that went unbilled for a month is cash the practice has earned and not collected.

An assistant can draft stage invoices and fee applications from the appointment, the agreed fee stages and the recorded time or progress, assemble a clear fee account, and keep the work in progress position visible. The figures, the basis of charge and the decision to issue stay with the practice, but the drafting and the WIP tracking are lifted off the engineer.

The practice's own tax filing is digital now, which makes clean records the compliant path and not just the efficient one. All VAT-registered businesses must keep digital records and file VAT digitally under Making Tax Digital for VAT, so assisted data handling that keeps the fee ledger, the invoices and the records structured means each VAT return starts from a trustworthy position rather than a reconstruction.

There is no mandatory UK e-invoicing regime, so this is about record quality and timely filing, not a new invoicing mandate. The return and the responsibility for it stay with the practice and its accountant; the assistant keeps the underlying data in order.

And the confidential figures stay confidential. Charge-out rates, margins and the WIP position are commercial to the practice, and client contact and billing details are personal data under the UK GDPR, so billing runs on contractually bound tooling and the internal numbers never leak into client-facing text. Billing never touches design, but a mis-drafted fee is still a client-trust matter, so a person verifies every invoice before it is issued.

WhatsApp· AI assistant

Can you get the stage 3 fee invoice out to the client for the school project? We completed developed design last week.

Yes, and a quick note that you're speaking with the practice's AI assistant. From the appointment the stage 3 fee is a fixed percentage of the total, and I can draft the invoice with the stage reference, the fee account showing what has been billed and what remains, and the VAT applied. Shall I prepare it for the director to review before it goes to the client?

Yes. And can you confirm the total we've earned across all our live projects and just file the VAT return while you're at it?

I can pull together the work in progress and billed position across the live projects into a clear summary for you, and keep the records structured so the VAT return is straightforward.

So can you just submit the VAT return for us this quarter?

I can keep the digital records clean and prepare the figures under Making Tax Digital for VAT, but submitting the return is something the practice and your accountant should review and file, because the responsibility for what's submitted to HMRC is theirs. I'll have the stage 3 invoice ready for the director to approve, and a tidy VAT-ready summary for your accountant, so both are quick to sign off.

Stage invoices and fee applications drafted

From the appointment, the agreed fee stages and the recorded time or progress the assistant drafts the stage invoice or fee application, with the stage reference and the VAT applied, for the practice to review. It drafts the figures; the practice confirms the basis of charge and the decision to issue.

Example

On completing developed design the assistant drafts the stage invoice for the client with the stage reference and VAT applied, ready for the director to review before it goes out, rather than the stage sitting unbilled.

The benefit

Invoices go out promptly and accurately, so earned fees are collected on time, and the drafting comes off the engineer without the practice losing control of what is charged.

A clear fee account assembled

The assistant assembles a clear fee account showing what has been billed and what remains against the agreed fee, so the client and the practice can see the position at a glance. It presents the picture; the practice confirms the figures before anything is shared.

Example

A client asks where the fees stand before the next stage, and the assistant prepares a clear fee account of what has been billed and what is left, for the director to confirm and share.

The benefit

Clients get a clear, timely picture of their fees, and the practice answers a fee query in minutes from a ready account rather than reconstructing it under pressure.

The work in progress position kept visible

The assistant keeps the WIP position current across the live projects, drawing on the recorded time and progress, so the practice can see the earned-but-unbilled position without a manual exercise. It surfaces the numbers internally; the confidential figures stay inside the practice.

Example

The assistant pulls together the WIP and billed position across the live projects into a clear internal summary, so the practice sees what is earned and unbilled without a month-end scramble.

The benefit

You always know your WIP position, so nothing earned is quietly left unbilled and cash flow is managed from a live picture rather than discovered at the quarter end.

Digital records kept ready for the VAT return

Assisted data handling keeps the fee ledger, the invoices and the records structured and current under Making Tax Digital for VAT, so each return starts from clean digital data. The assistant keeps the records in order; the return and the responsibility for it stay with the practice and its accountant.

Example

As a VAT quarter closes, the fee records are already ordered so a VAT-ready summary is prepared for the accountant, who reviews and files, rather than the figures being pulled together from scratch.

The benefit

Making Tax Digital becomes a routine that runs off structured records rather than a quarterly scramble, and clean digital records are the compliant path as well as the efficient one.

How ready the AI technology is

The billing and WIP work is ready to build around today, with the practice keeping control of every figure and the filing.

Drafting stage invoices and fee applications from the appointment, the agreed fee stages and the recorded time or progress, assembling a clear fee account and keeping the WIP position visible is buildable now. The figures, the basis of charge and the decision to issue stay with the practice, but the drafting and the WIP tracking are lifted off the engineer.RIBA
The firm's own filing is digital, which makes structured records the compliant path rather than merely the efficient one. All VAT-registered businesses must keep digital records and file VAT digitally under Making Tax Digital for VAT, so assisted data handling that keeps the fee ledger and invoices structured means each return starts from a trustworthy position. There is no mandatory UK e-invoicing regime, so this is about record quality and timely filing, with the return staying with the practice.GOV.UK
Judge the value on your own books, not a vendor's headline. Any cash-flow or time-saved percentage quoted for a billing tool comes from the party selling it and from another practice, so treat it as direction and measure your own: how promptly stage invoices go out, how visible your WIP is, and how clean each VAT return is, before and after.

What to watch out for

Billing mixes confidential figures with client personal data, so keep these limits in from the start.

Invoice figures, the basis of charge and the decision to issue stay with the practice; AI drafts the invoice and tracks WIP, it does not set fees or send bills unchecked, and billing never touches design, but a mis-drafted fee or an inaccurate figure is still a client-trust and duty-of-care matter, so a person verifies every invoice and fee account before it is issued.Engineering Council
Under Making Tax Digital for VAT the practice must keep digital records and file digitally. Assisted handling can prepare the figures, but the return and the responsibility for it stay with the practice and its accountant.GOV.UK
Client billing and contact details are personal data under the UK GDPR, so handle them on contractually bound tooling under a written processor contract, hosted in the UK or EU. Internal figures, charge-out rates, margins and the WIP position, are confidential and must not be placed into an open public model or leak into client-facing text; keep them inside the practice.ICO

Svennis Cloud Solutions

We build them, on Claude

These AI flows do not stay on paper. Svennis Cloud Solutions builds and integrates them into your systems, with a team of certified Claude architects, on Anthropic technology, from the first WhatsApp message to the finished invoice.

See live what we can doCertified Claude architects

See what this looks like in your practice

Describe your practice in one sentence and Claude will show you live where AI would make the biggest difference, using your own numbers.

Country

Guide: AI for any company

The processes every business has, in detail.

→

AI law for business in the UK

The rules that govern AI use in UK business, regulator by regulator, with the fines that apply and links to the official sources.

→

Sources

Find out how ready your practice is for AI