Data source
Broader50+ live sources across funding, demand, competitors, and pricing
→ You see the whole market, not only where people complain.
Live community and review sites (Reddit, niche forums)
Pain discovery vs the full verdict
PainMap is a pain discovery tool that mines communities for real customer complaints. Preuve AI is a full viability workflow built on live evidence. Use PainMap to confirm a pain is real, Preuve AI to see if a viable business fits around it.
Side by side
Verdict
Preuve AI wins 7 of 10 validation steps.
PainMap confirms the pain. Preuve ships the viability verdict.
Live data vs trained data, the upstream problem.
Data source
Broader50+ live sources across funding, demand, competitors, and pricing
→ You see the whole market, not only where people complain.
Live community and review sites (Reddit, niche forums)
Source links
VerifiableEvery claim links to its origin
→ Every number is a URL you can open and check.
Surfaces real posts, but no clickable source per claim
What it answers
"Can a viable business work here?"
"Is this customer pain real?"
Pain and demand evidence
Pain scored alongside market size, competitors, and pricing
Deep, clustered pain mining across communities
Market sizing
SourcedBottom-up TAM/SAM/SOM with citations
→ A market size you can defend in a deck.
Not available
Competitor data
Real-timeLive competitor funding, pricing, and traction signals
→ Real competitors with real rounds, not just names.
Lists existing solutions, no funding or traction data
Viability verdict
Decisive0-100 viability score, cross-checked across runs
→ A clear number to act on, not just a pile of complaints.
No viability score or verdict
Report format
Structured13-section interactive dashboard
→ Share a full report, not one flat page.
Single-page pain map
Cost
One-time$29 one-time per report (free scan first)
→ Pay once for a build decision, no monthly bill.
$29-$99/month subscription
Best for
A viability decision before you build or raise
Confirming a problem is real and worth solving
Live data vs trained data, the upstream problem.
Data source
50+ live sources across funding, demand, competitors, and pricing
→ You see the whole market, not only where people complain.
Live community and review sites (Reddit, niche forums)
Source links
Every claim links to its origin
→ Every number is a URL you can open and check.
Surfaces real posts, but no clickable source per claim
What it answers
"Can a viable business work here?"
"Is this customer pain real?"
Pain and demand evidence
Pain scored alongside market size, competitors, and pricing
Deep, clustered pain mining across communities
Market sizing
Bottom-up TAM/SAM/SOM with citations
→ A market size you can defend in a deck.
Not available
Competitor data
Live competitor funding, pricing, and traction signals
→ Real competitors with real rounds, not just names.
Lists existing solutions, no funding or traction data
Viability verdict
0-100 viability score, cross-checked across runs
→ A clear number to act on, not just a pile of complaints.
No viability score or verdict
Report format
13-section interactive dashboard
→ Share a full report, not one flat page.
Single-page pain map
Cost
$29 one-time per report (free scan first)
→ Pay once for a build decision, no monthly bill.
$29-$99/month subscription
Best for
A viability decision before you build or raise
Confirming a problem is real and worth solving
Why trust this comparison
It prioritizes source-verifiable market evidence over generic product claims, while staying explicit about what a public comparison still cannot prove on its own.
50+
live sources and market signals used in the full Preuve AI validation workflow.
Read the methodology0-100
skeptical scoring model that flags demand gaps, shaky moats, and bad timing before you commit.
Read the scoring modelPreuve AI
PainMap
Decision rule
PainMap and Preuve AI are not rivals. PainMap confirms the pain is real. Preuve AI tells you whether a business can work around it. Most founders need both, in order.
Confirm the pain
You need to know a problem is real and people complain about it
Best first step: PainMap shows whether the pain is loud enough to be worth solving at all.
The fastest way to confirm a problem exists before anything else.
Reach a verdict
You need to know if a business can actually work around that pain
Best for market size, real competitors, pricing, and a source-linked viability score.
The right call once a build or raise decision has real cost attached.
The full workflow
You want to go from raw pain signal to a build decision
Start in PainMap to confirm the pain is real, then run Preuve AI to see if a viable business fits around it.
Pain discovery first, viability verdict second.
PainMap tells you the pain is real. Preuve AI tells you whether a business around it can work.
FAQ
PainMap is strong at one job: finding and clustering real customer complaints from communities like Reddit and niche forums. It confirms a pain is real. It does not size the market, map competitor funding, or score full viability, so it works best as the first step of validation rather than the whole answer.
PainMap mines communities for customer pain and answers "is this problem real?". Preuve AI treats pain as one input: it weighs pain signals against market size, real competitors, pricing and demand into a 0-100 viability verdict, with every claim linked to a live source. Pain discovery tells you a problem exists. Viability validation tells you whether a business around it can work.
Yes, and that is the recommended workflow. Use PainMap first to confirm the pain is loud and real. Then run Preuve AI to check whether a viable business fits around it: market size, competitors, pricing, and a source-linked verdict.
PainMap surfaces real community posts, so the underlying signal is genuine, but it does not link each claim to a clickable, verifiable source the way a source-linked validation report does. If you need to open and check every claim before acting on it, that is where a tool like Preuve AI differs.
Join 92+ founders who already validated with evidence
Run a free scan and see what the evidence says about market size, competitors, and viability before you commit.