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Point a forecasting model at collections, and let people review output instead of producing it. Aimed at construction project managers, going after the low-value tail everyone else skips.
In short: Collections Chaser for Construction, Run by Forecasting is a forecasting model aimed at construction project managers, covering collections. It scores 73/100 on AltF Ideas, carried by monetisation (93) and held back by feasibility (27). Typical pricing is $11k–$158k per customer per year, with a first version reachable in six to twelve months for $43k–$153k.
Construction teams lose receivables aging past 90 days because nobody chased. In most construction businesses this job has never had software written for it. The error rate is tolerated because measuring it would cost more than the errors.
Collections handled by a forecasting model, with a human signing rather than writing. Revenue is managed service, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $780M |
|---|---|
| Category growth (CAGR) | 20% |
| Annual contract value | $11k – $158k |
| Pricing model | Managed service |
| Time to first revenue | 74 days |
| Startup cost to MVP | $43k – $153k |
| Build effort | 6-12 months |
Forecasting that used to need a data team now runs on off-the-shelf models. Construction is growing at roughly 20% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| An internal hire | Works until volume doubles, then breaks again |
| 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