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A forecasting model that handles site selection end to end and hands a human the exceptions rather than the queue. Aimed at veterinary practice owners, catching the error before it becomes a change order.
In short: Veterinary Site Scorer on Forecasting is a forecasting model aimed at veterinary practice owners, covering site selection. It scores 72/100 on AltF Ideas, carried by demand (84) and held back by timing (54). Typical pricing is $1.2k–$24k per customer per year, with a first version reachable in about a month for $5.0k–$15k.
Veterinary teams lose location decisions made on instinct and a drive-by. Nobody owns this process, which is exactly why it keeps breaking. The cost is invisible on any P&L line, which is why it never gets fixed.
A narrow forecasting model scoped to site selection alone — no platform, no migration, no six-month rollout. Revenue is seat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $993M |
|---|---|
| Category growth (CAGR) | 15% |
| Annual contract value | $1.2k – $24k |
| Pricing model | Seat SaaS |
| Time to first revenue | 45 days |
| Startup cost to MVP | $5.0k – $15k |
| Build effort | ~1 month |
Forecasting that used to need a data team now runs on off-the-shelf models. Veterinary is growing at roughly 16% 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 |
| An internal hire | Works until volume doubles, then breaks again |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
The incumbent is a person, and displacing a person is a change-management problem.
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