What it is
FocusedPreuve AI
Focused: validation depth + verifiable proof
→ One job done deeply, not six done at the surface.
IdeaProof
All-in-one: validation + plan + brand + logo + ads
IdeaProof review (2026)
IdeaProof tries everything. Masters none.
IdeaProof tries to validate ideas, then piles on brand, logo, and ad tools, citing barely any sources. Preuve AI does one job: it scans 50+ live sources and ties every claim to its origin.
Side by side
Feature comparison at a glance
Verdict
Preuve AI wins 10 of 11 validation steps.
IdeaProof cites a handful of sources. Preuve links every claim to one of 50+.
01Scope & focus1 rows
02How they get the data3 rows
Live data vs trained data, the upstream problem.
Data source
LivePreuve AI
50+ live sources (Crunchbase, Trends, Reddit, PH, G2)
→ You see what the market looks like today, not a model best guess.
IdeaProof
4-model LLM ensemble, ~5 sources cited per report
Source links
VerifiablePreuve AI
Every claim links to its origin
→ Every number is a clickable URL you can verify yourself.
IdeaProof
A few inline citations, most claims unlinked
Competitor data
Real-timePreuve AI
Live data with funding, pricing, traction
→ Real competitors with real rounds, not a list invented by a model.
IdeaProof
Generated teardown, sources not linked per claim
03What you get out5 rows
Sourced numbers, repeatable verdict, structured report.
Market sizing
SourcedPreuve AI
Bottom-up TAM/SAM/SOM with sources
→ A TAM you can defend, because every input has a link behind it.
IdeaProof
Included, methodology unclear
Scoring
HonestPreuve AI
6 frameworks, median 55, every input linked to verify
→ Pass rate 18.3%. A score has to mean something.
IdeaProof
Claims "89% accuracy" with no methodology or benchmark
Consistency
ReproduciblePreuve AI
Verified across multiple runs, auto-reruns on disagreement
→ Re-run the same idea, get the same verdict.
IdeaProof
Multi-model, but no published consistency check
Pivot recommendations
ActionablePreuve AI
3 pivots based on competitive gaps + market signals
→ When the verdict is "no," you still walk away with directions worth testing.
IdeaProof
Generic pivot examples, not gap-driven
Report format
StructuredPreuve AI
15-section interactive dashboard + shareable link
→ Share a dashboard, not a 20-page PDF.
IdeaProof
6-section report + PDF export
04Access & cost2 rows
One-time pay vs subscription, and who it is for.
Cost
TransparentPreuve AI
$29 one-time per report
→ No credits to decode, no math to work backward, simple & clear.
IdeaProof
Credit packs (EUR 19.99-99.99); a full journey runs ~690 credits
Best for
Preuve AI
Validating with sourced evidence
IdeaProof
Bundled validation + branding workflow
Feature
Preuve AI
What it gives you + why it mattersIdeaProof
1Scope & focus
What it is
Focused: validation depth + verifiable proof
→ One job done deeply, not six done at the surface.
All-in-one: validation + plan + brand + logo + ads
3How they get the data
Live data vs trained data, the upstream problem.
Data source
50+ live sources (Crunchbase, Trends, Reddit, PH, G2)
→ You see what the market looks like today, not a model best guess.
4-model LLM ensemble, ~5 sources cited per report
Source links
Every claim links to its origin
→ Every number is a clickable URL you can verify yourself.
A few inline citations, most claims unlinked
Competitor data
Live data with funding, pricing, traction
→ Real competitors with real rounds, not a list invented by a model.
Generated teardown, sources not linked per claim
5What you get out
Sourced numbers, repeatable verdict, structured report.
Market sizing
Bottom-up TAM/SAM/SOM with sources
→ A TAM you can defend, because every input has a link behind it.
Included, methodology unclear
Scoring
6 frameworks, median 55, every input linked to verify
→ Pass rate 18.3%. A score has to mean something.
Claims "89% accuracy" with no methodology or benchmark
Consistency
Verified across multiple runs, auto-reruns on disagreement
→ Re-run the same idea, get the same verdict.
Multi-model, but no published consistency check
Pivot recommendations
3 pivots based on competitive gaps + market signals
→ When the verdict is "no," you still walk away with directions worth testing.
Generic pivot examples, not gap-driven
Report format
15-section interactive dashboard + shareable link
→ Share a dashboard, not a 20-page PDF.
6-section report + PDF export
2Access & cost
One-time pay vs subscription, and who it is for.
Cost
$29 one-time per report
→ No credits to decode, no math to work backward, simple & clear.
Credit packs (EUR 19.99-99.99); a full journey runs ~690 credits
Best for
Validating with sourced evidence
Bundled validation + branding workflow
Pricing checked manuallyFeature pages reviewedVerifiability checked
The core difference
The fundamental difference: where does the data come from?
Preuve AI
Live source scanning
- 10 agents across 7 model families search 50+ sources in parallel
- Cross-validation runs against live data, not against other models
- Competitors found on Crunchbase with real funding data
- Demand signals pulled from Reddit, forums, and review sites
- Every data point links back to its source
- Click any claim to verify it yourself
IdeaProof
LLM-generated analysis
- Multi-model LLM analysis with only a handful of sources cited
- Competitor teardown generated, sources not linked per claim
- Claims "89% accuracy" - no methodology, no benchmark, no ground truth defined
- Markets "50+ sources," but the report footer lists just 5 (top method: web search)
- A few inline citations; most claims have no clickable source
- Looks thorough, but most numbers have no traceable source
The real test
Does the tool ever say no?
A validator that tells every founder their idea is great is not validating anything, just flattering them.
Preuve AI · 4,000+ ideas
~55
median score
6 scoring frameworks against 50+ live sources. Only 18.3% of ideas earn a go verdict. If your idea scores well, it earned it.
44523867487241
IdeaProof and similar tools
~78
average score
AI-generated analysis with no live data to disagree with. High scores feel good but don't mean much.
82767985748177
A low score points to specific problems, most of them fixable. The gap between a 48 and a 72 is usually 2-3 things you can address.
Fair assessment
What IdeaProof does well
IdeaProof has strengths worth acknowledging.
All-in-one breadth
One place for validation, market analysis, a business plan, brand strategy, an AI logo, and ad creatives. If you want a bundle, the bundle is real.
Brand and ad assets
Generates a logo, visual identity, and ad creatives for Meta, Google, and TikTok at the Builder and Founder packs. Useful if you need early branding fast.
One-time, no subscription
Pricing is one-time credit packs (EUR 19.99 to 99.99) with no recurring monthly bill. Credits carry a 12-month validity.
What Preuve AI does differently
Live source scanning
50+ sources searched in real-time, not from training data. Crunchbase, Google Trends, Reddit, Product Hunt, G2, and more.
Verifiable claims
Click any data point to see its source. No trust required. Every competitor, funding round, and demand signal links back to where we found it.
Honest scoring
We tell founders when their idea needs work. Only 18.3% of ideas earn a go verdict. Six scoring frameworks run against live data, so the score reflects what the market says, not what sounds good.
Investor-ready deliverables
$499 package with pitch deck, investment memo, 18-month financial model, and competitive teardown. Built for due diligence, not just brainstorming.
Interactive dashboard
Shareable link with 15 interactive sections. Filter competitors, drill into market data, and share specific sections with co-founders or investors.
Competitor intelligence
Real competitors with real funding data, real pricing, and real traction. Not a list of names from an LLM's training data.
Business Plan PDF
Defendable 4-6 page Business Plan PDF, bank-ready. Auto-filled from your analysis, share with your cofounder or team in one click.
Claims vs receipts
Same script. Different receipts.
IdeaProof now says what we say, live sources, multiple models, re-runs you can trigger again. Copying the line is easy. Backing it is the part that does not fit in a screenshot.
ClaimsWhat IdeaProof advertisesWhat we actually found
Sources
Their own report footer lists 5 (top method: web search).
Accuracy
No methodology, benchmark, or definition of accuracy is published.
Social proof
0 reviews on Trustpilot, G2, and Capterra.
Free tier
At 40 credits per validation, 90 credits is closer to two.
Lock-in
Credits expire after 12 months, with a Buy-more button inside the report.
Anyone can copy the words. We will show you the links: every claim in a Preuve report ties back to one of 50+ live sources.
Verify everything
Fact-checking IdeaProof's marketing claims
“89% accuracy · verified”
UnverifiableThis sits on their homepage and repeats across the site (“89% accuracy · 50+ criteria · Real-time data · 2026 refresh”). We looked for the methodology behind the number. No benchmark dataset, no study, no definition of what “accuracy” means for a startup prediction. If a founder put an unverifiable accuracy stat in a pitch deck, investors would flag it.
“Real-time data · 50+ authoritative sources”
ContradictedTheir site markets “real-time data” and “50+ authoritative sources.” The reports now carry a few inline citations, but the report’s own footer lists just 5 sources (top method: web search), and the claims that matter, the TAM, the “89% accuracy,” the financials, still link to nothing. A handful of citations is not 50+ sources, and an unlinked number is not one you can verify.
“$2.3M+ raised · 156+ launches · 67% better pitches”
No methodTheir homepage cites “$2.3M+ in funding raised,” “156+ successful business launches,” and a “67% improvement in pitch success rates.” None of these come with a sample size, time window, or attribution showing the tool caused the outcome. Round numbers without a method behind them are marketing copy.
“10,000+ verified entrepreneurs”
ContradictedIdeaProof went from “2,800+ founders” on Product Hunt (June 2025) to “10,000+ verified entrepreneurs” today. We checked third-party review platforms: 0 reviews on Trustpilot, 0 on G2, 0 on Capterra, and 3 on Product Hunt, each from a single-review account. A 10,000+ count with zero third-party reviews behind it is not social proof, it is highly suspicious.
What does one report actually cost?
The real mathIdeaProof prices in credits, and the credits hide the real cost. A validation is 40 credits, but the analysis founders actually want, Market Analysis, is 100, and it gates the Business Plan (100), Brand (50), Visual Identity (150) and Ad Campaign (250) behind it. One idea taken end to end runs about 690 credits. The free tier is 90 credits, which their pricing page calls “4 full validations” (at 40 each it is closer to two) and which still falls 10 short of unlocking a single Market Analysis. The “EUR 19.99” Starter pack (150 credits) covers one validation plus one Market Analysis, then strands you before the Business Plan. With Preuve AI there is no math: $29 for the full report, or run the free scan first.
Verdict in one minute
Who should use which tool
IdeaProof stretches across validation, branding, logos, and ad creatives. That breadth is the pitch, but a tool doing six jobs rarely goes as deep on any one as a tool built for a single decision. It works best when bundled brand assets matter more than proof. Preuve AI is the better call once you need validation that holds up when a real decision rides on it.
Choose Preuve AI if
- You need evidence-backed validation with source links
- You want honest scoring that tells you when to pivot
- If investor-ready deliverables matter, Preuve is the right call
- You want to verify every claim in your report with one click
IP
Choose IdeaProof if
- You want brand identity and visual assets included
- You prefer credit-based pricing in EUR
- You want marketing copy and ad concepts generated
- Source verification isn't critical for your use case
The challenge
The Proof Test
Run the same idea through both tools. Click the links in our report. Then try clicking the claims in theirs.
Test your idea free→Join 108+ entrepreneurs who upgraded
FAQ
Common questions about Preuve AI vs IdeaProof
Is IdeaProof accurate?
IdeaProof claims "89% accuracy verified with 10,000+ users" but doesn't disclose the methodology, benchmark dataset, or definition of "accuracy" for startup validation. There is no industry-standard ground truth to measure against. Preuve AI takes a different approach: instead of claiming a number, every data point links to its source so you can verify accuracy yourself.
Which tool gives real market data?
Preuve AI pulls from 50+ live sources (Crunchbase, Google Trends, Reddit, Product Hunt, G2) and links every claim to its origin. IdeaProof runs a multi-model setup and cites a few sources, but its own report footer lists just 5 (top method: web search) and leaves most claims unlinked. That difference is critical when a real funding decision depends on the numbers.
Can I try both tools for free?
Yes. Preuve AI offers a free viability scan (score + risks + 2 competitor previews). IdeaProof gives 90 free credits; note their pricing page calls that "4 full validations," but at 40 credits per validation it is closer to two, and the deeper Market Analysis (100 credits) sits just past the free tier. Try both and compare the outputs.
What is the best startup validation tool in 2026?
It depends on what you need. If you want evidence-backed analysis with verifiable source links, Preuve AI is the only tool that delivers this. If you want brand identity and marketing assets bundled with validation, IdeaProof covers that at higher tiers.
Does IdeaProof offer investor packages?
As of June 2026, IdeaProof's top pack (Founder, EUR 99.99 one-time) generates a business plan, but there is no dedicated done-for-you investor package. Preuve AI offers a $499 Investor Package covering pitch deck, investment memo, 18-month financial model, and competitive teardown.
IdeaProof features and pricing based on ideaproof.io as of June 2026. Features and pricing may have changed. All trademarks belong to their respective owners.