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A narrow retrieval engine scoped to risk assessment alone — no platform, no migration, no six-month rollout. Aimed at retail ops teams, replacing the spreadsheet that currently holds it together.
In short: Retail Risk Scorer on Retrieval is a retrieval engine aimed at retail ops managers, covering risk assessment. It scores 72/100 on AltF Ideas, carried by demand (91) and held back by open field (37). Typical pricing is $2.4k–$48k per customer per year, with a first version reachable in about a month for $5.0k–$17k.
Retail teams lose risk scored by whoever is free that afternoon. In most retail businesses this job has never had software written for it. Most operators assume this is simply the cost of doing business.
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 | $2.5B |
|---|---|
| Category growth (CAGR) | 9% |
| Annual contract value | $2.4k – $48k |
| Pricing model | Usage-based |
| Time to first revenue | 31 days |
| Startup cost to MVP | $5.0k – $17k |
| Build effort | ~1 month |
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 |
|---|---|
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| A spreadsheet | The real incumbent in most of the market, and it is free |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
The buying cycle is slower than the build, so runway assumptions matter more than code.
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