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Field reporting handled by a vision model, with a human signing rather than writing. Aimed at hvac & plumbing field supervisors, unbundling the one module people actually use.
In short: Vision-Powered Field Reporter for Field Supervisors is a vision model aimed at hvac & plumbing field supervisors, covering field reporting. It scores 75/100 on AltF Ideas, carried by timing (94) and held back by open field (34). Typical pricing is $5.0k–$75k per customer per year, with a first version reachable in six to twelve months for $30k–$69k.
HVAC & plumbing teams lose reports typed up in a truck cab after a ten-hour day. In most hvac & plumbing businesses this job has never had software written for it. Most operators assume this is simply the cost of doing business.
A narrow vision model scoped to field reporting alone — no platform, no migration, no six-month rollout. Revenue is data subscription, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $414M |
|---|---|
| Category growth (CAGR) | 18% |
| Annual contract value | $5.0k – $75k |
| Pricing model | Data subscription |
| Time to first revenue | 66 days |
| Startup cost to MVP | $30k – $69k |
| Build effort | 6-12 months |
Multimodal models now read a photo of a worksite without custom training. HVAC & plumbing 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 |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
Accuracy is unforgiving here — one wrong output costs more than the subscription.
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