Fair comparison · competitor facts checked 2 November 2026

SignalCraft vs Preuve AI: evidence without false precision

Preuve is stronger when you want a fast scored verdict, broad source coverage and a larger founder-tool ecosystem. SignalCraft is designed for founders who want source-linked interpretation, explicit uncertainty and deeper B2B commercial scrutiny without a success-prediction score.

Choose SignalCraft when

The decision needs context, not a verdict

  • You want evidence quality and relevance considered, not only source quantity.
  • You need contradictions, missing evidence and commercial risks kept visible.
  • You are validating a B2B buying path involving procurement, security or integration.
  • You want the next test without a numerical claim about future success.

Choose Preuve when

You want a fast, scored Reality Check

  • You prefer a clear 0–100 score and verdict-oriented summary.
  • You value scanning a large number of live sources quickly.
  • You want free tools and monitoring around a broader founder workflow.
  • You understand that a model score is an assessment framework, not an observed startup outcome.
DimensionSignalCraftPreuve AI
Primary jobInvestigate what current evidence supports, contradicts or leaves unknown.Produce a rapid Reality Check and a scored Founder Report.
Output styleSource-linked market assessment with interpretation, risks, gaps and next tests.A 0–100 score, verdict-oriented analysis and a broader set of founder tools.
Scoring stanceDoes not convert incomplete market evidence into a prediction of startup success.Uses a viability score. Preuve says estimates are labelled and its exact weights, thresholds and prompts are proprietary.
Evidence modelPrioritises relevance, independence, behaviour, commercial significance and corroboration.Emphasises breadth across 60+ live sources and reports 40+ distinct domains in paid reports.
B2B depthExplicitly examines users, buyers, procurement, security, integration, switching and paid pilots.Built for a broad founder audience rather than a dedicated B2B buying-committee workflow.
Best fitFounders who want inspectable evidence and a sharper next decision or test.Founders who want a fast score, wide source coverage and a polished verdict-oriented experience.

What Preuve currently says

Preuve’s public facts page says its free Reality Check and paid $59 Founder Report use ten AI agents across 60+ live sources. As last verified on 22 October 2026, it reported 9,500+ ideas checked and 253+ paying founders; it says paid reports use 40+ distinct domains with a median of 70 links.

Its July 2026 benchmark analyses more than 6,000 anonymised model assessments: the median model score was 54 and 17.5% scored 70 or above. Preuve explicitly says this is a distribution of assessments, not a study of startup outcomes. That distinction matters: a score can make research easier to consume, but it cannot establish the probability that a business will succeed.

Public product claims can drift as a site evolves. For example, Preuve’s machine-readable overview and facts page have shown different idea totals, and older crawled pages may retain previous pricing or report details. Check the dated primary pages below.

Facts How it works Sources Pricing Comparison hub

Test the quality of the evidence, not the attractiveness of the score

Use the free scorecard to examine recency, independence, behaviour, commercial relevance and corroboration before acting on a conclusion.

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