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A narrow vision model scoped to field reporting alone — no platform, no migration, no six-month rollout. Aimed at dental practice owners, holding service constant on a smaller team.
In short: Field Reporter for Dental, Run by Vision is a vision model aimed at dental practice owners, covering field reporting. It scores 72/100 on AltF Ideas, carried by demand (96) and held back by open field (41). Typical pricing is $5.3k–$113k per customer per year, with a first version reachable in six to twelve months for $38k–$112k.
Dental teams lose reports typed up in a truck cab after a ten-hour day. A typical dental operation runs this on people, memory, and a shared spreadsheet. It scales linearly with headcount, so growth makes it worse rather than better.
A narrow vision model scoped to field reporting 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 | $1.6B |
|---|---|
| Category growth (CAGR) | 14% |
| Annual contract value | $5.3k – $113k |
| Pricing model | Per-outcome |
| Time to first revenue | 68 days |
| Startup cost to MVP | $38k – $112k |
| Build effort | 6-12 months |
Multimodal models now read a photo of a worksite without custom training. Dental is growing at roughly 14% 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 |
| A spreadsheet | The real incumbent in most of the market, and it is free |
| 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