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A retrieval engine that handles training & competency end to end and hands a human the exceptions rather than the queue. Aimed at education ops teams, charging only when it actually works.
In short: Competency Tracker for Education, Run by Retrieval is a retrieval engine aimed at education ops managers, covering training & competency. It scores 73/100 on AltF Ideas, carried by moat (93) and held back by open field (31). Typical pricing is $2.3k–$47k per customer per year, with a first version reachable in about a quarter for $16k–$51k.
Education teams lose certifications that expire before anyone notices. The work sits between two systems that were never designed to talk. The backlog only surfaces when a customer or an auditor finds it first.
Point a retrieval engine at training & competency, and let people review output instead of producing it. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.5B |
|---|---|
| Category growth (CAGR) | 11% |
| Annual contract value | $2.3k – $47k |
| Pricing model | Usage-based |
| Time to first revenue | 52 days |
| Startup cost to MVP | $16k – $51k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Education is growing at roughly 13% 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 |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
The data you need lives on paper in a back office; digitisation is half the product.
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