Research Methodology
    89% verified accuracy

    How IdeaProof validates business ideas

    Claude Sonnet 4.5, GPT-5, Grok 4 and Perplexity Sonar Pro running as autonomous agents with live web search — grounded in our proprietary RAG on 27,000+ real validations.

    7-step pipeline · 4+ frontier models · 27,000+ ideas validated

    Try our methodologySee entity profile

    Maintained by IdeaProof Research Team

    Scientific beaker with floating research documents and methodology checkmarks
    89%
    Validation Accuracy
    Verified quarterly
    60+
    Live Sources + RAG
    Refreshed weekly
    27,000+
    Ideas Validated
    +12% MoM
    4+
    Frontier AI Models
    Claude · GPT · Grok · Perplexity

    What we score (50+ criteria)

    Weighted distribution across our validation rubric

    50+
    Criteria
    • Market demand & TAM28%
    • Competitive moat22%
    • Unit economics18%
    • GTM feasibility16%
    • Risk & regulation10%
    • Team / execution fit6%

    4+ model ensemble

    Claude Sonnet 4.5, GPT-5, Grok 4 and Perplexity Sonar Pro cross-check each other to reduce single-model bias.

    Autonomous agents

    Each validation spawns specialist agents (market, competitor, financial, risk) that debate before the final verdict.

    Live web search

    Perplexity Sonar + GPT browsing fetch fresh, cited evidence at runtime — no stale training data.

    Proprietary RAG

    Grounded in 27k+ validations, 1000+ failure cases and curated sector benchmarks.

    Our Process

    How We Validate Ideas

    A transparent, seven-step pipeline combining frontier AI models, autonomous agents and a proprietary RAG layer

    STEP 1

    Real-Time Data Aggregation

    We collect data from 60+ authoritative sources including market research databases, industry reports, government statistics, funding trackers and real-time web crawling.

    Market research databases (IBISWorld, Statista, Gartner, CB Insights)
    Funding & financial data (Crunchbase, PitchBook, SEC EDGAR, Bloomberg)
    Patent and regulatory filings (USPTO, WIPO, EUIPO)
    Social & community signals (Reddit, X/Twitter, LinkedIn, Product Hunt)
    Competitor & SEO data (SEMrush, Ahrefs, SimilarWeb, BuiltWith)
    STEP 2

    Multi-Model AI Ensemble (4+ frontier models)

    Every validation runs in parallel across the latest frontier models. Each one is selected for the task it does best, and their outputs cross-check each other to reduce hallucinations and single-model bias.

    Claude Sonnet 4.5 (Anthropic): long-context reasoning and final report synthesis
    GPT-5 (OpenAI): financial reasoning, structured outputs and unit economics
    Grok 4 (xAI): contrarian critique and real-time X/Twitter signal mining
    Perplexity Sonar Pro: live web search with cited sources for fresh evidence
    Custom scoring layer: weighted ensemble with confidence intervals and disagreement flags
    STEP 3

    Autonomous Agents + Live Web Search

    When you launch a validation, IdeaProof spawns a swarm of autonomous agents that run in parallel, each browsing the live web with its own specialty and model, then debate the conclusions before the final verdict is composed.

    Market Agent: estimates TAM/SAM/SOM and growth using Perplexity + GPT-5 web search
    Competitor Agent: maps direct, indirect and substitute competitors in real time
    Financial Agent: stress-tests unit economics, CAC/LTV and burn against benchmarks
    Risk Agent: scans regulation, IP, platform and macro risks for the specific industry
    Brand & GTM Agent: probes positioning, channels and messaging opportunities
    Consensus step: agents cross-review each other's claims; conflicts are flagged, not hidden
    STEP 4

    Proprietary RAG Knowledge Base

    On top of public sources, every agent is grounded in our proprietary RAG layer: a vector-indexed knowledge base built from years of IdeaProof validations and curated startup intelligence.

    27,000+ historical idea validations with outcomes and verdict patterns
    1000+ documented startup failures with root-cause analysis
    3,200+ curated startup ideas dataset across 30+ industries
    Internal glossary, frameworks (JTBD, Mom Test, Lean Canvas) and sector benchmarks
    Few-shot grounding: models compare your idea against the closest historical analogues
    STEP 5

    50+ Validation Criteria

    Every business idea is analyzed across 50+ specific criteria tailored to the industry, business model, and target market.

    Market criteria: TAM/SAM/SOM, growth rate, saturation level
    Competitive criteria: number of competitors, market share, differentiation
    Financial criteria: unit economics, CAC, LTV, burn rate feasibility
    Execution criteria: team capabilities, resource requirements, timeline
    Risk criteria: regulatory barriers, technology risks, market timing
    STEP 6

    Historical Validation & Outcome Feedback

    We continuously validate our predictions against real-world outcomes and feed them back into the RAG layer and scoring weights.

    12-month survival tracking: 89% of ideas scoring 75+ are still operating
    Revenue milestone tracking: 67% of high-scoring ideas reach $10K MRR
    Pivot analysis: 43% of low-scoring ideas pivot based on our recommendations
    Weekly retraining of ensemble weights based on new outcome data
    Public quarterly accuracy report — prediction vs. actual
    STEP 7

    Quality Assurance & Bias Prevention

    Multiple safeguards ensure objective, unbiased analysis focused solely on insights.

    No affiliate relationships with tools or services we recommend
    Blind analysis: AI doesn't know user identity or demographics
    Diverse training data: ideas from 40+ countries, 20+ industries
    Human oversight: monthly audits of AI recommendations
    Transparency reports: public accuracy metrics updated quarterly
    Data Sources

    60+ Authoritative Sources + Proprietary RAG

    We aggregate live data from the most trusted market intelligence providers and combine it with our proprietary knowledge base

    Market Intelligence

    Statista logoStatista
    IBISWorld logoIBISWorld
    Gartner logoGartner
    Forrester logoForrester
    McKinsey logoMcKinsey
    CB Insights logoCB Insights
    Exploding Topics logoExploding Topics

    Financial & Funding

    Crunchbase logoCrunchbase
    PitchBook logoPitchBook
    SEC EDGAR logoSEC EDGAR
    Bloomberg logoBloomberg
    Yahoo Finance logoYahoo Finance
    Y Combinator logoY Combinator

    Competitive Intelligence

    SEMrush logoSEMrush
    Ahrefs logoAhrefs
    SimilarWeb logoSimilarWeb
    BuiltWith logoBuiltWith
    Wappalyzer logoWappalyzer
    G2 logoG2
    Owler logoOwler

    Consumer & Social Signals

    Reddit logoReddit
    X / Twitter logoX / Twitter
    LinkedIn logoLinkedIn
    Product Hunt logoProduct Hunt
    Google Trends logoGoogle Trends
    Trustpilot logoTrustpilot
    Glassdoor logoGlassdoor

    Industry & Regulatory

    World Bank logoWorld Bank
    OECD logoOECD
    Eurostat logoEurostat
    ISTAT logoISTAT
    WIPO logoWIPO
    USPTO logoUSPTO

    Proprietary RAG (IdeaProof KB)

    IdeaProof Validations (27k+) logoIdeaProof Validations (27k+)
    Failure Library (1000+) logoFailure Library (1000+)
    Ideas Dataset (3,200+) logoIdeas Dataset (3,200+)
    Sector Benchmarks logoSector Benchmarks

    Transparency & Accountability

    We publish quarterly accuracy reports, update our RAG and ensemble weights weekly based on real outcomes, and maintain no affiliate relationships with recommended tools. Our goal is 100% objective, validation you can trust.

    Quarterly Reports

    Public accuracy metrics updated every 3 months

    Weekly Updates

    RAG layer and ensemble weights retrained with new outcomes

    No Conflicts

    Zero affiliate relationships or paid placements

    Experience Our Methodology

    See our research methodology in action. Validate your business idea with AI-powered analysis in 120 seconds.