AI evaluation and verification engine
The engine behind AIOInsights.
AIOTruth is the evaluation and verification engine behind AIOInsights. It measures the public signals a business publishes, shows the evidence behind each finding, and refuses to score what it cannot observe.
Deterministic scoring. Evidence shown. Nothing invented.
What the engine evaluates
Can AI systems access, understand, verify, and represent this business from the evidence it publishes?
Access
Whether crawlers and agents can reach the pages, data, and declarations at all.
Understand
Whether identity, entity, and meaning are consistent and machine legible.
Verify
Whether claims are attributable, sourced, and corroborated rather than asserted.
Represent
Whether an AI system can describe the business accurately from what it finds.
Evaluation types
Each type runs behind an AIOInsights check and is labeled Powered by AIOTruth. The check happens on AIOInsights; AIOTruth is the methodology and the evidence.
Trust Visibility
Evaluates the observable signals a business publishes across clarity, entity consistency, authority, AI discoverability, trust, and local presence.
Powered by AIOTruth Evaluation typeBetaContent Credibility
Evaluates whether a page is readable, attributable, sourced, specific, original, and honestly maintained. It does not claim to prove whether a human or an AI wrote the page.
Powered by AIOTruth. Beta. Evaluation typeBeta, Early PreviewWebMCP Readiness
Inspects the current evidence that a website exposes structured tools for browser agents. Absence is not a current failure, and presence is not a security certification.
Powered by AIOTruth. Beta. Early Preview.Deterministic and evidence based
Every point comes from an observable signal. The same input scores the same result twice, and each finding shows the evidence behind it.
Run the check, then act on it
AIOTruth introduces the finding. AIOInsights runs the check. Digilu implements and manages the work.
Compare with AIOStory. Define a term with AIOFacts. Watch the environment with AIOWeather.
AIOTruth Research
The AIO worth knowing.
The evidence labeled record of the tools, platforms, methods, experiments, and claims shaping the field. This is the research layer, scored by the Research Value Score, and separate from the evaluation the engine runs for a specific business.
Best Today
Scored 8.0 or higher, published or found in the last 72 hours, and never Unverified.
Content & Methods
8.1
Website Auditor AI Review | Improve Your GEO & AI Search Visibility with Website Audits 📈 EP #531
Most site audits still grade the classic search layer and stop there, but the things that decide whether an assistant can quote you sit slightly to the side of that: whether the crawler reac
Confirmedwebsite-auditor.io
Models & Platforms
8.5
ReddGrow AI Visibility: See How ChatGPT and Perplexity Rank Your Brand
Brand visibility inside AI answers is invisible from the outside: nothing in analytics tells you that a model recommended a competitor when someone asked which vendor to use.
Supportedreddgrow.aiBest This Week
The strongest items of the current weekly period, ranked by Research Value Score.
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1
ReddGrow AI Visibility: See How ChatGPT and Perplexity Rank Your Brand
Brand visibility inside AI answers is invisible from the outside: nothing in analytics tells you that a model recommended a competitor when someone asked which vendor to use.
Tools & Apps
Tools & Apps
7.5
Claude Code Just Ran a Full AI On-Page Audit (Copy My Exact Setup)
Most audit tooling still grades a page against ranking criteria, while the thing that decides whether an assistant cites you is whether your claims are stable, attributable, and reachable.
Supportedclaudeseoskill.com
Tools & Apps
8.1
PDP Schema markup for Product Variants (ecom)
Variant markup is how a catalog tells a machine that ten listings are one product in ten configurations rather than ten near duplicate pages.
Confirmeddevelopers.google.comModels & Platforms
Models & Platforms
7.7
How AI Killed Google Search
The gap between what the GEO advice market sells and what the platform documents actually say is where budgets get wasted.
Confirmeddevelopers.google.comModels & Platforms
8.5
ReddGrow AI Visibility: See How ChatGPT and Perplexity Rank Your Brand
Brand visibility inside AI answers is invisible from the outside: nothing in analytics tells you that a model recommended a competitor when someone asked which vendor to use.
Supportedreddgrow.ai
Models & Platforms
7.6
CitedSpy track your AI visibility
Brand discovery inside an assistant leaves no rankings page to open, so a company can be left out of the shortlist an assistant produces without ever seeing the loss show up in analytics.
Supportedcitedspy.com
Models & Platforms
7.9
AI Visibility Audit: Is Your Brand Getting Cited in AI Search?
If AI answers vary run to run, a single spot check tells a brand nothing usable, and the reporting most teams already have, built around rank positions, will keep reading as fine while the b
Supportedastiva.aiContent & Methods
Content & Methods
8.1
Website Auditor AI Review | Improve Your GEO & AI Search Visibility with Website Audits 📈 EP #531
Most site audits still grade the classic search layer and stop there, but the things that decide whether an assistant can quote you sit slightly to the side of that: whether the crawler reac
Confirmedwebsite-auditor.io
Content & Methods
7.8
[Paper] SLAI T-Rex: Full-Parameter Post-training of the DeepSeek-V4 Family on Ascend SuperPOD
Two things in this report change the map for anyone trying to be found and represented accurately by AI systems.
Supportedgithub.comClaims Under Review
Circulating, not yet supported. These carry no Research Value Score.
How to scale SEO content updates with Claude Code
This claim has not been verified.
searchengineland.comRadarkit vs Promptwatch: Which AI Search Visibility Tool Is Better? (2026) #RadarkitvsPromptwatch
This claim has not been verified.
youtube.comArchive
Every item AIOTruth has published, by week, month, category, and evidence status.
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