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A narrow retrieval engine scoped to risk assessment alone — no platform, no migration, no six-month rollout. Aimed at retail merchandisers, finding what the inspector would find, first.
In short: Retrieval-Powered Risk Scorer for Merchandisers is a retrieval engine aimed at retail merchandisers, covering risk assessment. It scores 74/100 on AltF Ideas, carried by demand (96) and held back by open field (41). Typical pricing is $3.1k–$63k per customer per year, with a first version reachable in about a quarter for $15k–$33k.
Retail teams lose risk scored by whoever is free that afternoon. It is the kind of task that is too small to fund and too costly to ignore. The backlog only surfaces when a customer or an auditor finds it first.
A narrow retrieval engine scoped to risk assessment alone — no platform, no migration, no six-month rollout. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.0B |
|---|---|
| Category growth (CAGR) | 10% |
| Annual contract value | $3.1k – $63k |
| Pricing model | Usage-based |
| Time to first revenue | 32 days |
| Startup cost to MVP | $15k – $33k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Retail is growing at roughly 12% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| A generalist AI tool | No domain grounding, so output needs full human review |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| An internal hire | Works until volume doubles, then breaks again |
Trust has to be earned before anyone lets this run unsupervised.
An idea you cannot act on is entertainment. Four concrete steps, wired to tools already running on AltFTool.
Score problem urgency, willingness to pay, and reachable audience size before writing any code.
→ AltF IdeaLabAsk how they handle this today and what it costs them. If nobody can quantify the pain, the demand score is optimistic.
→ Survey BuilderCheck availability, DNS, and email authentication in one pass so your first outreach lands in an inbox.
→ AltF DomainOpsStand up intake, the review queue, and billing before you build the clever part.
→ AltF Flow