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Artificial intelligence · AI for pharmacies

Artificial intelligence (AI) for pharmacies: prescription admin, Pharmacy First routing, reimbursement and stock, with the pharmacist keeping every clinical decision

See how AI can be applied to the real work of a UK community pharmacy: prescription intake and the EPS queue, repeat and eRD reminders, Pharmacy First routing and booking, patient notifications, stock and wholesaler admin, NHSBSA reimbursement, VAT bookkeeping, complaints and the rota. The pressure behind all of it is plain in the numbers. Community pharmacies in England dispensed a record 1.16 billion prescription items in 2024/25, roughly 104,000 per pharmacy, yet only 10,407 pharmacies were still open at 31 March 2025, the lowest count since at least 2015/16. More than 95% of that intake now arrives electronically through the Electronic Prescription Service, so most of the work already lands as structured data. Each process below comes with worked examples and an honest view of how ready the technology really is, and in every one the pharmacist keeps the clinical judgement, the medicines advice and the supply decision.

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Prescription intake and the EPS queue: sort the workload before it reaches the counter

Intake is where the day is won or lost in a dispensary. More than 95% of prescriptions in England now arrive electronically through the Electronic Prescription Service, so most of your workload lands not as paper to key in but as structured data you can organise the moment it hits the queue.

That matters more every year, because the volume is rising while the number of counters falls. Community pharmacies dispensed a record 1.16 billion items in 2024/25, roughly 104,000 per pharmacy, and there are fewer pharmacies to carry it. The dispensary is the pinch point, and most of the pinch is repetitive organising, not clinical work.

An assistant built for your pharmacy can sort and prioritise the EPS queue as it arrives: grouping by collection time, pulling nominated repeats forward, flagging owings and out-of-stock lines, and staging items as ready for check. The team stops reacting item by item at the bench and works to a tidy, ordered list instead.

Intake and the money are linked from the first scan, so the assistant can also prepare the endorsing information a line will need, or flag one likely to attract a price concession, at the point of dispensing rather than at month end. It readies the detail for a person to confirm; it never changes what was actually supplied.

The boundary is firm and it never moves. The assistant organises the work, but the clinical check and the accuracy check stay with the pharmacist or the accuracy checking technician on every item. Any question about a dose, a change or whether a medicine is safe alongside another is recorded and handed to the pharmacist, never answered by the assistant.

WhatsApp· AI assistant
Hiya, my GP said they'd send my blood pressure tablets over this morning. Is the prescription there yet and can I pop in at half four to pick it up?
Hello, you're speaking with the pharmacy's AI assistant. I can check the dispensing status for you. Can I take your name, date of birth and the first line of your address so I find the right record?
Sure, it's Janet Fields, 3rd of May 1958, 12 Osborne Road.
Thank you Janet. I can see an EPS prescription has arrived and it's in the queue to be dispensed. Half four should be fine, I'll flag it to the team to have it ready for collection.
Lovely. They've upped the dose I think, and I wanted to check I can take it with my other tablets.
I can see the item has come through and I'll make sure the pharmacist notices the change. Whether it's safe to take alongside your other medicines is a clinical question, so I won't answer that myself, I'll have the pharmacist talk it through with you when you collect, or call you back sooner if you'd like. If you feel unwell in the meantime, please contact your GP or call 111.
01

The EPS queue sorted and prioritised on arrival

As each EPS prescription lands the assistant sorts it into the day's work: grouping by requested collection time, pulling nominated repeats forward, and separating the straightforward from the ones that will need attention. It hands the dispensary an ordered list rather than a raw queue, so the team works to a plan instead of reacting to whatever surfaces next. The clinical and accuracy checks stay with the pharmacist on every item.

Example

A morning's intake of eighty items arrives while the counter is three deep. The assistant groups them by collection window and surfaces the six that are owed or short, so the dispenser starts on what is due first and the pharmacist checks a staged, ordered flow rather than a scramble.

The benefit

The queue that used to be worked in the order it happened to appear is organised in seconds. Fewer items are missed or left late, and the pharmacist's attention goes to the clinical check and the patient rather than to shuffling the workload.

02

Owings and out-of-stock lines flagged before they bite

The assistant watches the queue for lines that cannot be completed in full: an item short in the dispensary, a strength not held, a product on the shortage list. It raises these as owings or supply flags the moment they appear, with the patient and the item named, so the team can act early rather than discovering the gap when the patient is at the counter.

Example

An inhaler on three of the morning's prescriptions is out of stock. The assistant flags all three together as owings and drafts the standard 'we have part of your order' note, so the counter staff are ready with an answer instead of turning to check the shelf while the patient waits.

The benefit

Shortages are handled proactively rather than at the point of collection, so the patient hears a clear answer and the team is not caught out. The owings are tracked in one place rather than living on scraps of paper by the till.

03

Endorsing information prepared at the point of dispensing

Because intake and reimbursement are linked, the assistant prepares the endorsing detail a line will need, or flags one likely to attract a price concession, as the item is dispensed rather than at month end. It assembles the information for a person to confirm against what was actually supplied, and it never alters the dispensing record to make a claim balance.

Example

A line dispensed against a shortage is one that will need a specific endorsement to be reimbursed correctly. The assistant tags it at the bench and prepares the endorsing note, so the item is not one of the ones found unendorsed and unpaid when the FP34C is reconciled weeks later.

The benefit

Reimbursement stops leaking at the source. Getting the endorsing right at intake, one item at a time, is far cheaper than hunting for missing money at month end, and the pharmacist still confirms every endorsement reflects the real supply.

04

Status shared only after identity is verified

Prescription data is special category health data, so before the assistant tells anyone the status of an item it confirms who it is speaking to, taking the name, date of birth and first line of the address and matching them to the record. It shares only organisational facts, in the queue, being dispensed, ready to collect, and only with the patient or someone the patient has authorised.

Example

A caller asks whether their tablets are ready. The assistant takes the identifying details, matches the record and confirms the item is in the dispensing queue and will be ready by mid-afternoon, without disclosing anything about the medicine itself to a caller it has not identified.

The benefit

The convenience of an instant status check is delivered without loosening confidentiality. Health information is not released to an unverified caller, and the pharmacy meets its data-protection duty at the exact point where it is easiest to slip.

How ready the AI technology is

Organising intake is a strong fit for an assistant now, because the prescription arrives as data the moment it lands.

  • Because more than 95% of prescriptions in England are issued electronically through the Electronic Prescription Service, most of a pharmacy's intake already arrives as structured digital data rather than paper. That is exactly what lets an assistant sort and prioritise the queue on arrival, group by collection time and stage items as ready for check, while the pharmacist runs the clinical and accuracy check on every item.NHS England Digital
  • The volume is what makes the organising worth automating. Community pharmacies in England dispensed 1.16 billion items in 2024/25, a record and a 4% rise on the year, an average of about 104,000 items per pharmacy, while the number of pharmacies fell. More items across fewer counters means the repetitive sorting, labelling and owings tracking is a real, recurring drain that an assistant can carry.NHSBSA
  • Keep your own scoreboard rather than a vendor's. Any 'faster dispensing by X%' figure in a supplier's material comes from another pharmacy and from the party selling the tool, so treat it as direction, not a guarantee. The number worth watching is the one on your own bench: how much sooner items are staged for check, and how few are found late or unendorsed at month end.
What to watch out for

Intake sits right next to the clinical work, so the line between organising and deciding is drawn firmly from the start.

  • The assistant sorts, prioritises and stages the queue and confirms collection times, it does not clinically check, accuracy check or hand out any medicine. Dispensing and the final accuracy check stay with the pharmacist or accuracy checking technician under the pharmacy's SOPs and the GPhC standards, and a question about a dose or an interaction is recorded and escalated, never answered by the assistant.GPhC
  • Prescription data is special category health data under the UK GDPR, so identity is verified before any status is released, and the data is processed on a clear lawful basis and Article 9 condition, with UK or UK-adequate hosting and a written processor contract before the first data flows.ICO
  • The assistant may flag an item that needs an endorsement, but it must never alter the dispensing record to make a reimbursement claim balance. Endorsing has to reflect what was actually supplied, so it prepares the information and a person confirms it.NHSBSA
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Sources
  1. 1. NHS England Digital - Electronic Prescription Service
  2. 2. NHSBSA - Record number of prescriptions dispensed by community pharmacies in England
  3. 3. GPhC - Standards and guidance for registered pharmacies
  4. 4. ICO - Guidance on AI and data protection
  5. 5. NHSBSA - Submitting EPS claims for reimbursement
  6. 6. ICO - Artificial intelligence
  7. 7. NHS England - Pharmacy First
  8. 8. The Pharmaceutical Journal - Pharmacy First passes 5 million consultations landmark
  9. 9. Community Pharmacy England - Medicine Shortages
  10. 10. NHSBSA - Sending in your claim
  11. 11. GOV.UK - Community Pharmacy Contractual Framework: 2024 to 2025 and 2025 to 2026
  12. 12. Community Pharmacy England - End of month prescription and FP34C submission process
  13. 13. GOV.UK - Making Tax Digital for VAT
  14. 14. GPhC - Being a responsible pharmacist
  15. 15. legislation.gov.uk - Data (Use and Access) Act 2025, section 80