HOW IT WORKS
Open Retail Reason chat or connect a supported AI assistant. Ask about an operating problem, check a plan, or work with documents, spreadsheets, and screenshots you choose to upload. Retail Reason combines that context with maintained guidance for your workspace, including Walmart Connect advertising and ProSpec supplier workflows. It does not retrieve live portal data or make changes in retailer systems.
THREE STEPS
STEP 1
Sign in to Chat and select the workspace for this work. Chat is included in your Retail Reason access and needs no separate AI subscription. If you prefer Claude hosted, Claude Code, Codex CLI, or ChatGPT, use the optional connect guide. ChatGPT requires custom-app access. The connection was tested on Pro.
STEP 2
Explain the decision, add the details that change the answer, and select any files the task needs. Check the workspace before submitting client information.
STEP 3
Check the evidence, assumptions, and next steps. Download a requested brief, workbook, or tracker. Guidance is AI-assisted; important decisions still need your verification.
FROM QUESTION TO WORKING FILE
Bring a deduction export, sales file, or inventory worksheet. Ask Retail Reason to check comparable periods, filters, units, and missing records, then separate measured findings from possible causes.
For Walmart Connect, bring the campaign type, reporting period, and any selected exports. Work through metrics, attribution, budget and bidding questions, or prepare a findings brief. Retail Reason does not change your campaigns.
For ProSpec supplier work, bring the specification stage and source records. Identify missing information across specifications, product records, pack copy, artwork, or quality work, and prepare a tracker for your review.
WHAT IT IS, AND ISN’T
Use Retail Reason directly or through an assistant you already have. The difference is maintained, retailer-specific judgment across the supported operating areas and explicit uncertainty: reference material a practicing advisor re-verifies and dates, guidance with verification context, and a service designed to surface uncertainty or refuse when the available evidence is insufficient.
It carries the recurring reference and diagnostic layer of the work: what changed, which system owns a task, what a program actually measures. Judgment, negotiation, and leading the client through it stay human, whether that human is you or the advisor you retain.
It complements the portals and tools you already run. It does not connect to or continuously ingest data from retailer or customer systems, monitor those systems, or automate actions in them; it works with the questions, drafts, context, and files you submit, rather than a live feed from those systems.
Recovery platforms file disputes for you and take a share of what comes back. Retail Reason files nothing and takes no share; it answers the questions that decide whether a dispute is worth filing, which lane owns it, and what evidence that lane accepts. Use both if you like; they do different jobs.
A firm holds the relationship, the calendar, and the accountability for outcomes. Retail Reason is the reference layer underneath that work, for the firm and for the supplier alike, which is why Advisor plans give a firm its own client workspaces rather than replacing the firm.
Courses teach a curriculum on their schedule. Retail Reason answers the question in front of you on yours, with the date its facts were last confirmed, and points you to the portal check that settles it. The public articles show the level of specificity; the service applies it to your context.
You bring the situation. It brings what a practitioner knows about the system you’re up against, dated.
ONE ANSWER, IN FULL
PASTED PLAN
PLAN CHECK · RANKED FINDINGS
FINDING 1
Category share is a Charter capability. On Basic the module isn’t there to open, so the deck’s share section needs Charter or outside data; decide which before the build starts.
FINDING 2
Line-review timing follows the category’s modular reset cycle; Dept 92’s window sets when this deck is due, and that date is Walmart’s calendar, not the plan’s.
FINDING 3
Scintilla carries two store-count bases (POS-store and valid-store), and per-store numbers move with the choice; the slide should name which basis it uses.
Caveats: the store-count basis in finding 3 is time-sensitive; re-check it in the portal before quoting per-store numbers.
CONFIDENCE NOTE
The confidence class applies to the whole answer: when any part touches time-sensitive material, the answer carries the cautious class and a Caveats note names the part. Classes are explained below.
EXAMPLE STATUS
A hand-authored example in the delivered answer format; not a customer transcript.
CONFIDENCE & METHODOLOGY
Retail Reason classifies maintained guidance by the state of the reference material behind it, not by how confident the model sounds. Connected guidance responses include an “as of” date and one confidence class. Chat provides guidance verification dates in its source information when available; a generated file is not a new verification of the underlying retail rules.
Verified as of the source date
The reference material behind the answer was verified as of the attached date. This date describes the source material, not when the answer was generated.
Dated: re-check before quoting
The answer touches time-sensitive material (rates, schedules, thresholds). Accurate as of its date; confirm in the portal before you quote it.
Inferred
Reasoning from how the pieces fit, not a confirmed fact; flagged so you treat it accordingly.
The date on an answer is when the reference material behind it was last verified, not when the answer was generated. Matt monitors relevant official documentation and release notes, re-checks higher-volatility facts before relying on them, and updates a content record’s date when he completes its re-verification. Stale or time-sensitive details are called out. This is not continuous monitoring and does not promise that every retailer change is caught as it happens.
The current verification index shows the latest recorded verification date for each public article. It is a current index, not an append-only release history.
Where the honest answer is unsettled, or reliable readings disagree, the service is designed to say so instead of picking a side quietly. When the available evidence is insufficient, it is designed to refuse rather than present a guess as a supported answer.
If an answer was wrong, tell me: matt@retailreason.com. Matt verifies the issue against the applicable source, corrects maintained material when warranted, and updates the affected public record’s verification date when that article is re-verified. Known gaps stay listed on the limitations page.
A confidence class tells you how the material behind an answer was maintained; it is not a warranty that the applicable retailer has not changed something since the date shown, and it does not replace your own read of your agreement or your merchant relationship. Verify anything you rely on against the applicable retailer’s official systems before acting.
READY WHEN YOU ARE
Plans and purchase are on the pricing page; the complete coverage map is on the coverage page.