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A document parser that handles reconciliation end to end and hands a human the exceptions rather than the queue. Aimed at facilities maintenance leads, at a tenth of what the enterprise suite charges.
In short: Reconciler for Facilities, Run by Extraction is a document parser aimed at facilities maintenance leads, covering reconciliation. It scores 70/100 on AltF Ideas, carried by monetisation (96) and held back by open field (33). Typical pricing is $4.2k–$84k per customer per year, with a first version reachable in about a month for $7.0k–$22k.
Facilities teams lose two ledgers that never agree and nobody can say why. Every facilities team solves this the same way: someone stays late. The cost is invisible on any P&L line, which is why it never gets fixed.
Point a document parser at reconciliation, and let people review output instead of producing it. Revenue is take-rate, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $496M |
|---|---|
| Category growth (CAGR) | 12% |
| Annual contract value | $4.2k – $84k |
| Pricing model | Take-rate |
| Time to first revenue | 51 days |
| Startup cost to MVP | $7.0k – $22k |
| Build effort | ~1 month |
Document parsing stopped needing per-layout templates. Facilities is growing at roughly 14% 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 |
| An internal hire | Works until volume doubles, then breaks again |
| A spreadsheet | The real incumbent in most of the market, and it is free |
Accuracy is unforgiving here — one wrong output costs more than the subscription.
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