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
How to Improve AI Search Visibility: GEO Methodology, Citation Tracking & Live AI Retrieval
The episode treats AI visibility as something you measure against a fixed set of prompts rather than something you guess at.
Supportedneuraladx.com
Content & Methods
8.2
GEO SEO Claude GitHub Tutorial: Install in Claude Code, Audit Websites and Export PDF Reports
Anyone who can run Claude Code can now produce an AI search readiness audit and a client ready PDF for any website.
Supportedgithub.com
Models & Platforms
8.5
CrunchJunkie full demo: AI visibility tracking and client reporting, on a real client
The line between being cited and being named is where many brands lose ground in AI answers.
Supportedcrunchjunkie.ioBest This Week
The strongest items of the current weekly period, ranked by Research Value Score.
-
1
CrunchJunkie full demo: AI visibility tracking and client reporting, on a real client
The line between being cited and being named is where many brands lose ground in AI answers.
-
2
GEO SEO Claude GitHub Tutorial: Install in Claude Code, Audit Websites and Export PDF Reports
Anyone who can run Claude Code can now produce an AI search readiness audit and a client ready PDF for any website.
Tools & Apps
Tools & Apps
7.5
I post-trained Qwen3.6-35B-A3B into my daily-driver local coding/agent model QwiVer3.6-35B-A3B GGUF
The set of models reading, summarizing and recommending your content is no longer a short list of hosted assistants.
Supportedhuggingface.co
Tools & Apps
8.2
How to Measure AI Visibility with Real Evidence | GEO Tracker AI
Anyone trying to prove they are visible in AI answers has to show where the number came from, and most dashboards report a percentage without exposing the sample behind it.
Supportedgeotrackerai.com
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
7.6
Stop Losing B2B Leads to AI Overviews (How to Show Up in 90%+ of Google AI Searches)
If buyers ask AI who to consider before they will take a sales call, the content an engine picks to cite decides who makes the shortlist.
Supporteddigitalaccomplice.com
Models & Platforms
7.9
Quick Ai visibility tracking of my site using Api #aitracking #airanking #aiseo
Anyone trying to get recommended by AI needs a repeatable way to see which assistants mention their domain for the queries buyers actually type, and which competing sources get cited in thei
Supportedapiserpent.comModels & Platforms
8.5
CrunchJunkie full demo: AI visibility tracking and client reporting, on a real client
The line between being cited and being named is where many brands lose ground in AI answers.
Supportedcrunchjunkie.io
Models & Platforms
7.9
How to Improve Your AI Visibility: The 90-Day AEO Playbook
The operating assumption here is that a brand can be recommended by an assistant without ranking for the query, which changes where effort goes: bottom-of-funnel pages that answer a specific
Supportedtrackmyvisibility.comContent & Methods
Content & Methods
7.5
ToxicRAG: Compromising Retrieval-Augmented Generation Systems via Single-Shot Knowledge Poisoning Attacks
A single well-written page can outweigh the established record about a brand, a product, or a fact once a retrieval system pulls it into an answer.
Supportedarxiv.orgContent & Methods
8.1
How to Improve AI Search Visibility: GEO Methodology, Citation Tracking & Live AI Retrieval
The episode treats AI visibility as something you measure against a fixed set of prompts rather than something you guess at.
Supportedneuraladx.comContent & Methods
8.2
GEO SEO Claude GitHub Tutorial: Install in Claude Code, Audit Websites and Export PDF Reports
Anyone who can run Claude Code can now produce an AI search readiness audit and a client ready PDF for any website.
Supportedgithub.comContent & Methods
7.6
Homo-RAG: Homology-Guided Retrieval-Augmented Generation for Cross-Species Gene Function Prediction
This is a working example of a retrieval system that treats source reliability and entity identity as ranking inputs, not as filters applied after the fact.
Supportedarxiv.orgClaims Under Review
Circulating, not yet supported. These carry no Research Value Score.
The Only AI Search Visibility Tutorial You’ll Need (Full Guide)
This claim has not been verified.
houseofgrowth.vercel.appHubSpot AEO: See How Your Brand Shows Up in AI Search
This claim has not been verified.
clickhubspot.comArchive
Every item AIOTruth has published, by week, month, category, and evidence status.
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