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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 insurance brokers, replacing the spreadsheet that currently holds it together.
In short: Reconciler Built for Brokers is a document parser aimed at insurance brokers, covering reconciliation. It scores 72/100 on AltF Ideas, carried by feasibility (83) and held back by timing (51). Typical pricing is $15k–$226k per customer per year, with a first version reachable in about a month for $5.0k–$15k.
Insurance teams lose two ledgers that never agree and nobody can say why. In most insurance businesses this job has never had software written for it. The error rate is tolerated because measuring it would cost more than the errors.
A document parser that sits beside the existing system, reads what it already produces, and closes reconciliation. Revenue is managed service, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $619M |
|---|---|
| Category growth (CAGR) | 12% |
| Annual contract value | $15k – $226k |
| Pricing model | Managed service |
| Time to first revenue | 85 days |
| Startup cost to MVP | $5.0k – $15k |
| Build effort | ~1 month |
Document parsing stopped needing per-layout templates. Insurance is growing at roughly 13% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
| A spreadsheet | The real incumbent in most of the market, and it is free |
| An internal hire | Works until volume doubles, then breaks again |
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