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A narrow retrieval engine scoped to document review alone — no platform, no migration, no six-month rollout. Aimed at landscaping estimators, finding what the inspector would find, first.
In short: Document Reviewer for Landscaping, Run by Retrieval is a retrieval engine aimed at landscaping estimators, covering document review. It scores 72/100 on AltF Ideas, carried by monetisation (95) and held back by moat (40). Typical pricing is $2.9k–$63k per customer per year, with a first version reachable in about a quarter for $16k–$44k.
Landscaping teams lose a 900-page document read by someone billing $300 an hour. The work sits between two systems that were never designed to talk. Whoever knows how it works becomes a single point of failure.
A narrow retrieval engine scoped to document review alone — no platform, no migration, no six-month rollout. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $273M |
|---|---|
| Category growth (CAGR) | 11% |
| Annual contract value | $2.9k – $63k |
| Pricing model | Per-outcome |
| Time to first revenue | 64 days |
| Startup cost to MVP | $16k – $44k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Landscaping is growing at roughly 14% 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 vertical competitor | Priced and scoped for enterprise accounts, not this segment |
| A spreadsheet | The real incumbent in most of the market, and it is free |
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