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BioTech

Lab operations with AI

AI can reduce paperwork around the lab. It does not replace validated systems, controlled documents or the judgement of trained staff.

Last reviewed . AI products change quickly; check the linked sources before relying on details.

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Administrative uses that fit

  • SOP organisation. Build an index, spot overlap and find unclear wording in drafts, with the author deciding every change.
  • Document retrieval. Help staff find the right document in an approved, access-controlled knowledge base (see the RAG pattern), always opening the controlled original.
  • Admin reporting. Draft summaries of activity from figures you provide, and check the figures.
  • Meeting summaries. Actions and decisions from de-identified operational notes.
  • Training material. Outlines and quiz questions from approved documents, routed through training control.
  • Equipment documentation. Organise manuals and service schedules; confirm against vendor documents.
  • Inventory admin. Draft ordering shortlists from exports; the inventory system remains the record.
  • Task tracking. Turn notes into task lists for your tracker.
  • Quality-document review support. Editorial checks only, never a judgement that a document is compliant.

Systems and people that stay authoritative

Your validated systems, such as a LIMS, an eQMS and document control, are the records. Qualified staff make the calls. AI output sits beside them as an unofficial draft.

The validated-system boundary in a labAI output is an unofficial draft that sits beside your validated systems. To reach a validated system such as a LIMS, eQMS or document control, it must pass a qualified person and change control. Pasting unvalidated output straight into the record is not allowed.Beside the recordAI outputdrafts, summaries,admin helpQualified personplus changecontrolThe recordLIMS, eQMS,document controlvalidated systemsNo direct paste of unvalidated output
Production warning

Never feed unvalidated AI output into procedures, calculations, release decisions, deviations, CAPA records or safety-critical decisions (for example handling of hazardous materials, equipment operation or sample integrity). If a document or number matters to quality or safety, it comes from the controlled source and is checked by a qualified person.

  • Any change to a procedure follows your change control and approval process, whatever drafted it.
  • Record data and results are created and held in the validated system, not pasted from a chat.
  • Where unsure whether a use is acceptable, ask QA first.
  • Do not paste proprietary methods or sample data into unapproved tools.

Example workflows

Time savings are estimates with stated assumptions, not measurements.

Lab meeting notes to action list

AI workflowBeginner

Turn de-identified notes from an operational lab meeting into an action list that attendees confirm.

Who it is for
Lab managers, operations coordinators
Tools
Approved AI assistant, Shared task tracker
Trigger
After a routine operational meeting, by a person
Inputs
De-identified notes; Attendee roles
Expected output
A confirmed list of actions with owners and dates.
Time saved (estimate)
Estimate: 10 to 20 minutes per meeting, assuming typed notes already exist
Human approval
The meeting chair approves the list before it is circulated.

Steps

  1. Remove names tied to sensitive matters, patient or subject data and unpublished results.
  2. Run the meeting-actions prompt from the Prompt Vault.
  3. Read the output against your notes and correct it.
  4. Send to attendees for confirmation.
  5. Enter confirmed actions into your task tracker.

Guardrails

  • Operational topics only; no deviations or quality events in the prompt
  • Human confirms every action

When it fails

  • If the output misses an item, rely on the original notes
  • Quality events are recorded in the eQMS, not in AI output

Related: Meeting actions prompt

SOP draft readability pass

AI workflowBeginner

Collect clarity feedback on an SOP draft before it goes through document control.

Who it is for
SOP authors, quality staff
Tools
Approved AI assistant, Document control system
Trigger
When an author finishes a draft
Inputs
Draft SOP text
Expected output
A clearer draft entering your normal approval workflow.
Time saved (estimate)
Estimate: 15 to 30 minutes per draft, depending on length
Human approval
SOP owner and QA approve under document control.

Steps

  1. Confirm your organisation permits the tool for SOP content.
  2. Run the readability prompt.
  3. The author reviews each suggestion and decides.
  4. Edit the draft by hand.
  5. Submit through normal review, approval and training steps.

Guardrails

  • AI never adds or changes steps
  • Document control remains the only route to an effective version

When it fails

  • Reject suggestions that change meaning
  • If unsure, ask the process owner

Related: SOP readability prompt

Inventory export review for ordering

AI workflowBeginner

Draft an ordering shortlist from an inventory export, then verify it in the inventory system.

Who it is for
Lab managers, procurement
Tools
Spreadsheet export, Approved AI assistant, Inventory system
Trigger
Weekly or before an ordering cycle
Inputs
Inventory export; Reorder thresholds
Expected output
A verified ordering shortlist.
Time saved (estimate)
Estimate: 15 minutes per cycle, assuming a few hundred rows
Human approval
Lab manager approves each order.

Steps

  1. Export a non-sensitive view of stock.
  2. Run the inventory summary prompt.
  3. Re-check each listed item in the inventory system.
  4. Raise orders through procurement.

Guardrails

  • Exclude controlled or hazardous materials
  • System of record stays authoritative

When it fails

  • If the list disagrees with the system, trust the system and note the discrepancy

Related: Inventory prompt

Prompts for this module

Readability review of an SOP draft

Find unclear steps, undefined terms and missing roles in an SOP draft, without changing content.

Lab manager
Use it for
Editorial feedback on a draft before it goes into document control.
Who it is for
Lab managers, quality staff
You will need
  • SOP draft text (approved tool only)
What you get back
A located list of clarity issues with no new procedure content.
Human reviewer
SOP owner and QA
Prompt
Review the SOP draft below for clarity only. List: ambiguous steps, undefined terms or abbreviations, steps with no stated responsible role, and places where order of steps is unclear. Quote each location. Do not rewrite steps, add steps, or comment on scientific correctness or compliance.

[PASTE SOP]

Check the output, safety and limits

Verify

  • The SOP author accepts or rejects each suggestion
  • Changes follow your document control and approval process

Safety and privacy

  • Never feed AI-generated steps into a procedure without the approval route.
  • SOPs may contain proprietary methods.

Limitations

  • Cannot judge technical correctness or safety.
  • A cleaner SOP is not necessarily a correct SOP.

Learn more: Lab operations

Summarise an inventory export for ordering admin

Spot low stock, upcoming expiries and duplicate entries from an exported list.

Lab manager
Use it for
Admin overview from a spreadsheet export. The inventory system stays the record.
Who it is for
Lab managers, procurement
You will need
  • Exported list with item, quantity, expiry, location (no sensitive data)
  • Reorder thresholds you set
What you get back
Three lists: low stock, near expiry, possible duplicates, plus a list of incomplete rows.
Human reviewer
Lab manager
Prompt
From the inventory export below, list items below the threshold I gave ([THRESHOLDS]), items expiring within [N] days of [TODAY'S DATE], and apparent duplicate entries. Do not guess missing quantities; list rows with missing data separately.

[PASTE EXPORT]

Check the output, safety and limits

Verify

  • Filter the same data in the spreadsheet or inventory system
  • Check expiry handling for controlled or critical materials in the validated system

Safety and privacy

  • Do not rely on this for controlled substances, hazardous materials or release decisions.

Limitations

  • Date and arithmetic mistakes are possible.
  • Not a replacement for the inventory system.

Learn more: Lab operations

Frequently asked questions

How can AI help with lab operations?

AI can reduce paperwork around the lab. Fitting uses include organising SOPs and spotting unclear wording in drafts, drafting admin reports from figures you provide, summarising de-identified meeting notes, outlining training material from approved documents, organising equipment manuals and drafting task lists. It does not replace validated systems or trained staff.

Can AI write or change an SOP?

It can help with readability and structure, but the author decides every change. Any change to a procedure follows your change control and approval process, whatever drafted it. Never feed unvalidated AI output into procedures, calculations, release decisions, deviations or CAPA records.

Should lab data and results come from AI chat tools?

No. Record data and results are created and held in the validated system, not pasted from a chat. A LIMS, eQMS and document control are the records, and qualified staff make the calls. AI output sits beside them as an unofficial draft.

Can AI decide whether a document is compliant?

No. Quality-document review support is limited to editorial checks, never a judgement that a document is compliant. If a document or number matters to quality or safety, it comes from the controlled source and is checked by a qualified person. If you are unsure whether a use is acceptable, ask QA first.

Is inventory management a good use of AI in a lab?

Only for admin work. AI can draft ordering shortlists from exports, but the inventory system remains the record, and the shortlist should be checked against it. Do not paste proprietary methods or sample data into unapproved tools. Time savings quoted for example workflows on the page are estimates with stated assumptions, not measurements.

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