Comparison

Preuve AI vs IdeaProof

Both tools validate startup ideas with AI. The difference is where the data comes from and whether you can verify it.

TL;DR: Preuve AI scans 40+ live sources and links every claim to its origin. IdeaProof generates analysis from LLM models without external source verification.

Last updated: March 2026

Side by side

Feature comparison at a glance

Feature
Preuve AI
IdeaProof
Data sources
40+ live sources (Crunchbase, Trends, Reddit, PH, G2)
AI-generated (Claude 3.5 + GPT-4, both from 2024)
AI models
Latest 2026 models (updated continuously)
Claude 3.5 + GPT-4 (released 2024)
Source linking
Every claim links to its origin
No source links
Report sections
13 interactive sections
10 sections, 20+ pages
Pricing model
$29 one-time per report
Credit-based from EUR 19
Free tier
Free viability scan
70 free credits (~3 validations)
Scoring approach
6 frameworks, median score ~50
Claims "89% accuracy" (no source cited)
Investor package
$299 (pitch deck, memo, financial model)
Not available
Output format
Interactive dashboard + shareable link
PDF export
Competitor mapping
Live data with funding, pricing, traction
AI-generated list
TAM/SAM/SOM
Bottom-up with sources
Included (methodology unclear)
Pivot recommendations
Yes, based on competitive gaps
Not available
Brand / visual identity
Not included
Included in Builder tier (EUR 49)

The core difference

The fundamental difference: where does the data come from?

Preuve AI

Live source scanning

  • AI agents search 40+ sources in real-time
  • Competitors found on Crunchbase with real funding data
  • Demand signals from Reddit, forums, review sites
  • Every data point links back to its source
  • You can click any claim and verify it yourself
  • If a competitor launched last week, we find it
IdeaProof

LLM-generated analysis

  • AI models from 2024 (Claude 3.5 + GPT-4) generate analysis
  • Competitor data comes from model training data
  • Claims "89% accuracy" without citing methodology
  • No source links - claims are unverifiable
  • Analysis quality depends on model knowledge
  • Looks comprehensive but can't be fact-checked

The real test

Does the tool ever say no?

A validator that tells every founder their idea is great isn't validating anything. It's a feel-good machine.

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
Preuve AI · 3,000+ ideas

~50

median score

6 scoring frameworks against 40+ live sources. 90% of ideas score below 70. If your idea scores well, it earned it.

44523867487241

A low score isn't a rejection - it's a fix list. The gap between a 48 and a 72 is usually 2-3 fixable problems.

Fair assessment

What IdeaProof does well

IdeaProof has strengths worth acknowledging. Here's where they deliver value.

Brand identity tools

Generates visual identity and brand strategy at the Builder tier (EUR 49). Useful if you need early-stage branding.

Marketing assets

Includes ad concepts and marketing copy at the Founder tier. Saves time on early marketing materials.

Why Preuve AI

What Preuve AI does differently

Live source scanning

40+ 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. 90% score below 70. Six scoring frameworks mean the data pushes back when the numbers don't add up.

Investor-ready deliverables

$299 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 13 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.

Decision guide

Who should use which tool

IdeaProof

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

Choose Preuve AI if

  • You need evidence-backed validation with source links
  • You want honest scoring that tells you when to pivot
  • You need investor-ready deliverables
  • You want to verify every claim in your report with one click

Verify everything

Fact-checking IdeaProof's marketing claims

“89% accuracy”

IdeaProof cites this on every page - their compare page, feature matrix, and CTAs. We searched ideaproof.io for the methodology behind this number. No source, no study, no explanation of how it was measured. If a startup put an unverifiable accuracy claim in a pitch deck, investors would flag it immediately.

“Real-time Data Sources”

Their feature matrix gives IdeaProof a green checkmark for “Real-time Data Sources.” Their analysis is generated by Claude 3.5 and GPT-4 - both released in 2024, now two generations behind. These models use training data with knowledge cutoffs. LLM inference on outdated models is not the same as querying live APIs.

“$0 per validation / 100% free forever”

Their feature matrix lists “$0 cost per validation” and “100% free forever.” Their pricing page shows three paid plans at EUR 19, EUR 49, and EUR 99. The free tier includes 70 credits.

“Claude 3.5 + GPT-4”

IdeaProof lists these models as a feature. Both were released in 2024 - in AI, that is a generation behind. Preuve AI runs the latest 2026 models. We don't publish which ones to prevent copycats, but every analysis uses the most capable models available at the time of your scan.

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 49+ founders who validated with evidence.

FAQ

Common questions about Preuve AI vs IdeaProof

Is IdeaProof accurate?

IdeaProof claims 89% accuracy but doesn't cite the methodology behind this number. Without source links, there's no way to verify individual claims in their reports. Preuve AI takes a different approach - every data point links to its source so you can verify accuracy yourself.

Which tool gives real market data?

Preuve AI pulls from 40+ live sources (Crunchbase, Google Trends, Reddit, Product Hunt, G2) and links every claim to its origin. IdeaProof uses multi-model AI to generate analysis without external data verification. The distinction matters when you need to trust the numbers.

Can I try both tools for free?

Yes. Preuve AI offers a free viability scan (score + risks + 2 competitor previews). IdeaProof offers 70 free credits (approximately 3 validations). 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 offers that at higher tiers.

Does IdeaProof offer investor packages?

As of March 2026, IdeaProof does not offer dedicated investor deliverables. Preuve AI offers a $299 Investor Package with pitch deck, investment memo, 18-month financial model, and competitive teardown.

IdeaProof features and pricing based on ideaproof.io as of March 2026. Features may have changed. All trademarks belong to their respective owners.