A forecasting model that sits beside the existing system, reads what it already produces, and closes collections. Aimed at home care schedulers, so the work stops following people home.
In short: Collections Chaser Built for Schedulers is a forecasting model aimed at home care schedulers, covering collections. It scores 78/100 on AltF Ideas, carried by moat (88) and held back by feasibility (45). Typical pricing is $2.2k–$44k per customer per year, with a first version reachable in six to twelve months for $30k–$97k.
Home care teams lose receivables aging past 90 days because nobody chased. In most home care businesses this job has never had software written for it. The backlog only surfaces when a customer or an auditor finds it first.
Collections handled by a forecasting model, with a human signing rather than writing. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.1B |
|---|---|
| Category growth (CAGR) | 22% |
| Annual contract value | $2.2k – $44k |
| Pricing model | Usage-based |
| Time to first revenue | 47 days |
| Startup cost to MVP | $30k – $97k |
| Build effort | 6-12 months |
Forecasting that used to need a data team now runs on off-the-shelf models. Home care 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 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 |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
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