TruVerifAI

Market Research

Multi-model AI verification examples for market research professionals.

One AI found zero discrepancies in this benchmark report. Multi-model AI found conflicting data and 6 blind spots that change the thesis.

CB Insights' State of AI 2025 is the industry's most-cited report. One model found nothing wrong. The other three found cross-source data conflicts, and together they surfaced 6 omissions that shift the narrative from "AI boom" to "AI funding boom with uncertain viability."

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One source says cybersecurity hits $265B by 2030. Multi-model AI found four others that say $350-400B+.

Statista's cybersecurity market forecast is widely cited in pitch decks, board presentations, and investment theses. The 2030 projection may be $100B+ too low, the CAGR is half the industry consensus, and 6 major market segments are entirely absent from the analysis.

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A company that IPO'd in 2021, filed under "unicorns"

PitchBook is the private-market source-of-record for VCs and LPs. Its 2026 outlook listed a public company as a unicorn, and that was the least of what four models found.

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A company in free-fall, filed under "Steady": auditing Similarweb's AI Tracker

Investors and strategists use Similarweb's traffic data to call who's winning the AI market, but a percentage-change table reads as objective fact while a label says "Steady" over a company that just cut 45% of its staff.

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A 5.0 from 21 reviewers sits next to a 4.5 from 238, and nothing tells you which to trust

Gartner Peer Insights ranks enterprise-AI rivals side by side. Four frontier models found the context the ranking leaves out: the disclosures that decide whether the comparison means anything.

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Forrester's 2026 CIO predictions are factually clean. Their assumptions aren't.

The forecasts that set next year's tech budgets rest on undisclosed methods, undefined terms, and missing legal and macro context, gaps a single AI summary never thinks to question.

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One cracker ad, and a media-planning rule built on top of it

Kantar says 15-second ads match 30-second spots. The claim rests on a single Ritz Super Bowl ad in a survey room, and four models found the eleven things it never tested.

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Two numbers for the same market: inside Ipsos India's luxury report

A March 2026 luxury-market briefing read by global brands deciding India entry contradicts its own headline figures on a single page, and leaves the biggest risks off it entirely.

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A confidence index that rose, and the questions it never answered

YouGov's January 2026 release reported rising consumer confidence. Four frontier models, cross-examined, found the context that decides whether "+0.8" is a signal or noise, plus five numbers that don't reconcile.

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A bullish read on China's biggest shopping season, and the economy it never mentions

NielsenIQ's 2026 Chinese New Year outlook sells the upside of the biggest consumption window on the Chinese calendar. Four models, run in parallel, surfaced the macro constraints (deflation, substitution, missing base sizes) a retailer would actually stock against.

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A $139 billion number, and everything it quietly leaves out

MarketsandMarkets sells decision-grade market sizing to much of the Fortune 1000. Four frontier models found that its Smart Home report omits the methodology, scope, competitive landscape, and downside scenarios a board memo actually needs, and contradicts its own tables.

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A $500 billion forecast with no model behind it

IDC's 2026 tech-marketing trends guide is built to justify budgets, but four frontier models found the load-bearing numbers it never sourced, and the caveats it left off the page.

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