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Reconciliation handled by a reconciliation engine, with a human signing rather than writing. Aimed at insurance brokers, finding what the inspector would find, first.
In short: Insurance Reconciler is a reconciliation engine aimed at insurance brokers, covering reconciliation. It scores 71/100 on AltF Ideas, carried by monetisation (85) and held back by timing (53). Typical pricing is $5.6k–$120k per customer per year, with a first version reachable in about a quarter for $17k–$38k.
Insurance teams lose two ledgers that never agree and nobody can say why. Nobody owns this process, which is exactly why it keeps breaking. Most operators assume this is simply the cost of doing business.
A narrow reconciliation engine scoped to reconciliation 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 | $644M |
|---|---|
| Category growth (CAGR) | 14% |
| Annual contract value | $5.6k – $120k |
| Pricing model | Per-outcome |
| Time to first revenue | 82 days |
| Startup cost to MVP | $17k – $38k |
| Build effort | ~1 quarter |
Systems that never talked now expose APIs by default. 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 |
|---|---|
| A generalist AI tool | No domain grounding, so output needs full human review |
| 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 |
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