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AI agent for pharmaceutical sales representatives

Sample Inventory Reconciliation Agent

Have sample records match physical counts by lot every month

Sample Inventory Reconciliation Agent: what goes in, what the agent does and what you get

What it does

Pharmaceutical reps must account for every drug sample by lot, and gaps can trigger formal investigations. Each month this agent pulls shipments received, signed provider requests and returns, then calculates the expected on-hand quantity for each product and lot. It compares that with the rep's physical count and flags differences, missing signatures and expired lots. For each difference, it looks for a cause, such as a request logged against the wrong lot or a transfer between reps that was never recorded. After the rep corrects records, it checks again. Gaps that remain unexplained are not forced to match; they go to the rep for the company's official discrepancy process. The rep approves every correction and submits the count. Edge case: expired samples must be returned through the official process and are never counted as given out to providers.

How it works

Follow the arrows from top to bottom. The orange dashed arrow is the loop: when a check fails, the agent goes back and tries again.

Start and resultWhat it doesA check on its own workWaits for your OKGoes back and retries
Yes, continueApprovedNo 1 STARTS WHEN Monthly sample count 2 USES A TOOL Pull shipments, signed requests and returns 3 DOES Calculate expected on hand by lot 4 USES A TOOL Compare with the rep's physical count 5 CHECKS THE RESULT Do all lots match? If not: look for wrong lot entries or unrecordedtransfers and correct. Back to step 3. 6 YOU APPROVE Rep approves corrections and submits the count 7 RESULT Inventory submitted
Read the steps as a list
  1. Monthly sample count
  2. Pull shipments, signed requests and returns
  3. Calculate expected on hand by lot
  4. Compare with the rep's physical count
  5. Do all lots match?If not: look for wrong lot entries or unrecorded transfers and correct. Back to step 3.
  6. Rep approves corrections and submits the countThe agent waits here for your OK.
  7. Inventory submitted

How it decides

Expected on hand equals received minus signed requests minus returns. Any lot difference is investigated.

  • Expired lots go to returns
  • Requests without signature flagged
  • Unexplained gaps go to the official process

Make it yours

Every agent is a starting point. You choose these settings for your own situation.

  • Count schedule
  • Products covered
  • Expiry warning window

What keeps you in control

It always asks you first

  • Submitting the count
  • Any correction

Hard limits

  • Never alters signed requests
  • Never hides gaps

It stops when

  • Done: count submitted
  • Stop: shipment records missing

Set it up

We guide you through the set-up, step by step

Members get the full set-up guide for this agent. No technical skills needed: you copy, paste and upload.

10 minto set it up in your AI
5 AIsChatGPT, Claude, Copilot, Gemini, Grok
  • One set of instructions to paste into your AI, with the clicks for ChatGPT, Claude, Microsoft 365 Copilot, Gemini and Grok
  • The agent then walks you through connecting your own data, one source at a time
  • A downloadable copy with the flow chart, the rules and the full guide
Get access to this agent

An example run

What happensFor the September count the agent calculates expected stock for 9 lots from shipments, signed requests and returns. The rep counts 214 units. The check fails for lot B2207: the system expects 40 units, but the count is 34. The agent finds an unsigned drop-off of 6 units at a clinic on September 12 and asks the rep to get the signature. With it attached, the rep approves the correction and submits the count.

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