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Point a retrieval engine at document review, and let people review output instead of producing it. Aimed at professional services partners, built for one person, not a department.
In short: Automated Document Reviewer for Professional services is a retrieval engine aimed at professional services partners, covering document review. It scores 70/100 on AltF Ideas, carried by monetisation (92) and held back by feasibility (43). Typical pricing is $5.2k–$112k per customer per year, with a first version reachable in six to twelve months for $44k–$117k.
Professional services teams lose a 900-page document read by someone billing $300 an hour. In most professional services businesses this job has never had software written for it. 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 | $1.4B |
|---|---|
| Category growth (CAGR) | 13% |
| Annual contract value | $5.2k – $112k |
| Pricing model | Per-outcome |
| Time to first revenue | 61 days |
| Startup cost to MVP | $44k – $117k |
| Build effort | 6-12 months |
Retrieval over private documents became cheap enough to run per query. Professional services is growing at roughly 13% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| 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 |
| A generalist AI tool | No domain grounding, so output needs full human review |
Integrations with the incumbent system of record are undocumented and gatekept.
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