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.

Run the check on AIOInsights How the engine works

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.

Evaluation typeLive

Trust Visibility

Evaluates the observable signals a business publishes across clarity, entity consistency, authority, AI discoverability, trust, and local presence.

Powered by AIOTruth Evaluation typeBeta

Content 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 Preview

WebMCP 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.

All evaluation types

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.

Methodology

Inputs, retrieval, signals, weighting, failure states, and what each type does not measure.

Changelog

Engine v2.4.0. Every version that produced a result, and what changed.

The engine

What AIOTruth is, what it owns, and how it powers AIOInsights.

Run the check, then act on it

AIOTruth introduces the finding. AIOInsights runs the check. Digilu implements and manages the work.

Run the check on AIOInsights Ask Digilu to implement the findings

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.

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.com

Best This Week

The strongest items of the current weekly period, ranked by Research Value Score.

No item cleared the 8.2 threshold this week. The roundup will say so rather than fill the list.

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.com

All Tools & Apps

Models & Platforms

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.ai

All Models & Platforms

Content & Methods

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.com

All Content & Methods

Claims Under Review

Circulating, not yet supported. These carry no Research Value Score.

Tools & Apps

7 reasons your SEO tests fail and how to fix them

This claim has not been verified.

searchengineland.com
Content & Methods

ChatGPT topic ownership is rare, and SEO alone doesn’t explain it

This claim has not been verified.

searchengineland.com
Models & Platforms

Offsite AEO for Creators: Use Sauce To Track AI Citations from LinkedIn, YouTube, and Reddit Content

This claim has not been verified.

getsauce.ai

Archive

Every item AIOTruth has published, by week, month, category, and evidence status.

By week

Each weekly period and what cleared it.

By month

The longer record as it compounds.

By category

Tools, platforms, and methods.

By evidence

Confirmed through Unverified.

Submit Something

Found a tool, model update, workflow, experiment, or claim AIOTruth should review?

Submit a Find
Run a check on AIOInsights