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A narrow forecasting model scoped to site selection alone — no platform, no migration, no six-month rollout. Aimed at franchising franchisees, replacing the spreadsheet that currently holds it together.
In short: Forecasting-Powered Site Scorer for Franchisees is a forecasting model aimed at franchising franchisees, covering site selection. It scores 77/100 on AltF Ideas, carried by open field (90) and held back by feasibility (43). Typical pricing is $1.4k–$29k per customer per year, with a first version reachable in six to twelve months for $31k–$94k.
Franchising teams lose location decisions made on instinct and a drive-by. Every franchising team solves this the same way: someone stays late. The error rate is tolerated because measuring it would cost more than the errors.
A forecasting model that handles site selection end to end and hands a human the exceptions rather than the queue. Revenue is per-location, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $347M |
|---|---|
| Category growth (CAGR) | 16% |
| Annual contract value | $1.4k – $29k |
| Pricing model | Per-location |
| Time to first revenue | 42 days |
| Startup cost to MVP | $31k – $94k |
| Build effort | 6-12 months |
Forecasting that used to need a data team now runs on off-the-shelf models. Franchising is growing at roughly 17% 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 |
| A generalist AI tool | No domain grounding, so output needs full human review |
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