An inventory mismatch is not a request for an AI system to guess which number is right. It is a request to gather the relevant evidence, show why approved sources disagree, and route a clear decision to the person who owns the record. Local AI Developer can scope this kind of source-linked brief as one bounded workflow while keeping stock adjustments, customer promises, and purchasing decisions behind human approval.

This guide is for United States product businesses, distributors, and multi-location operators. It describes an operating pattern, not a claim that every inventory platform exposes the same fields or history. The Los Angeles County workflow page shows how Local AI Developer approaches multi-person handoffs within a nationwide service.

Define the discrepancy the brief must resolve

Start with one business question. Examples include why the warehouse count differs from the order system, whether a transfer was received, or which open transaction may explain an unavailable item. Do not begin with a broad instruction to “fix inventory.”

Name the item, location, unit of measure, and comparison point. A count of 12 individual units does not conflict with a count of one case if a case contains 12. Two systems may also use different location codes, cutoff times, or rules for reserved stock.

Write the decisions that remain outside the workflow. The brief should not adjust stock, release an order, promise availability, place a purchase order, or change a delivery date unless a separately approved process explicitly authorizes that action. Its purpose is to prepare evidence for review.

Name the authoritative source for each fact

An inventory brief usually combines several kinds of evidence. The current on-hand quantity may come from one approved system, while receiving events, transfers, allocations, and physical counts come from others. List the authoritative source and owner for each field before connecting tools.

Do not treat the newest-looking screen as authoritative by default. A spreadsheet exported this morning may contain data from last night. A warehouse event may be newer than the summary table but still be pending validation. Record the business meaning of each source timestamp.

For every source, capture the stable identifiers needed to join records: item or SKU ID, location ID, order or transfer ID, receipt ID, and count-session ID where available. Display names are useful for people but may be duplicated or changed.

Establish a comparison cutoff

Counts only make sense at a defined point in time. State the cutoff used by the brief and the time zone that governs it. Then identify transactions that occurred before, at, or after that cutoff.

If one source represents real-time events and another is a periodic snapshot, the brief should say so. It should not present the two values as simultaneous merely because they were retrieved during the same workflow run.

Record both source time and retrieval time. Source time indicates when the business event or snapshot was recorded. Retrieval time indicates when the workflow obtained it. If a source lacks a reliable event time, mark that limitation for the reviewer instead of inventing precision.

Reconstruct the movement trail

Build a chronological list of relevant movements within the review window. Depending on the business, these may include receipts, picks, shipments, returns, transfers, reservations, cancellations, adjustments, or physical counts.

Each movement row should include:

Avoid converting a missing event into a conclusion. If a transfer appears as shipped at one location but no receiving event exists at the other, state that observed condition. Do not conclude that goods were lost, received, or still in transit without supporting evidence.

Separate observed facts from candidate explanations

The brief should have two visibly different sections. Observed facts are values and events found in approved sources. Candidate explanations are patterns that might account for the mismatch and still require a person to confirm.

A candidate explanation could be an unposted receipt, a unit-of-measure mismatch, a transfer recorded on only one side, a duplicate transaction, a reservation not reflected in the compared field, or a count taken at a different cutoff. These are investigation paths, not findings.

For each candidate, list the evidence supporting it, the evidence that is missing, and the owner who can resolve it. If no candidate is supported, the brief should say that the available evidence does not explain the discrepancy.

Preserve conflicting values

Do not average, merge, or silently choose between conflicting values. Show each value with its source, field name, time, location, and unit. A reviewer needs to see the disagreement before deciding whether a correction is justified.

Define precedence rules only where the business has approved them. For example, a controlled item master may own the unit conversion, while a validated physical count may own a count-session result. Recency alone does not establish authority.

If the approved rule cannot resolve the conflict, place the item on hold. The workflow can still prepare the evidence and assign the review, but it should not produce a corrected quantity as though the conflict were settled.

Design a useful discrepancy packet

Keep the main packet compact enough to review. A practical structure is:

1. item, location, unit, comparison cutoff, and discrepancy size; 2. values from each approved source with source and retrieval times; 3. chronological movement trail within the review window; 4. candidate explanations labeled as unconfirmed; 5. missing evidence and failed retrievals; 6. named reviewer and source owners; and 7. requested decision, such as recount, source correction, or continued hold.

Link or reference the underlying records rather than copying an entire system export into the packet. Include only the fields needed to understand and resolve the mismatch. The Local AI Developer packages can be used to compare the scope of a bounded workflow build.

Keep correction authority separate

Preparing the brief and correcting a stock record are different capabilities. The connection used to read events may not need permission to adjust inventory. If a correction process is later added, document it as a separate step with its own approver, reason code, evidence, and verification.

The reviewer should identify the chosen resolution and the record that must change. A person or separately authorized action can then make the correction. Afterward, inspect the system directly and attach the resulting transaction or adjustment identifier to the case.

Never treat approval of one discrepancy as general permission to resolve future mismatches automatically. Each case has its own evidence, cutoff, and consequence.

Handle unavailable sources and retries

Define what happens when a source is unavailable, slow, or returns incomplete data. Required evidence should create a visible hold. Optional context may be marked unavailable if the decision can still be made safely.

Limit retries and record the last error category. Before rerunning a failed step, check whether the earlier attempt already created a packet or retrieval record. This prevents duplicate cases and makes recovery understandable to another operator.

The manual fallback should name who checks each source, where the case is recorded, and how processing resumes. It should not depend on hidden chat history or a remembered explanation from the person who built the workflow.

Test with realistic discrepancy cases

Use prepared cases that cover more than the happy path:

For every case, verify the packet against the source systems. Confirm that identifiers, quantities, units, times, and statuses are accurate. Also confirm that the workflow did not change inventory, release an order, or send a customer commitment.

Measure whether the brief improves the handoff

Track operating evidence after launch. Useful measures include how often required evidence is missing, how many packets a reviewer returns for clarification, which discrepancy categories recur, review time, duplicate-case rate, and whether approved corrections can be traced to a packet.

These measures do not prove financial or inventory accuracy by themselves. They show whether the workflow is producing reviewable evidence and where the source process needs attention.

When a field, location, transaction type, or correction process changes, update the source map and test cases. Do not let a working brief expand into silent correction authority.

Complete the inventory-discrepancy brief

Before launch, document:

A useful result is not an authoritative-sounding number. It is a source-linked packet that lets the accountable person understand the mismatch, choose the next step, and verify any later correction.