Decision-first evidenceReady to explore

Research

Research that exposes assumptions, contradictions, and the path to action.

The research standard begins with a decision, preserves source and claim lineage, seeks disconfirmation, separates fact from inference, and ends with owned requirements and tests.

Explore practical resources Follow an evidence trace

Best for

Decision-makers, researchers, practitioners, journalists, and peers

Helps you

Inspect the research standard

What to expect

A clear path from question to next step

Claim lineage console

Follow one claim from question to owned action.

This source-backed demonstration exposes the reasoning boundary. It is not client research, unpublished study, peer review, or proof of a guaranteed outcome.

Stage 1 of 5

Evidence step 01Decision

What must be true before calling a website ready for AI-assisted discovery?

Define the decision, who it affects, what must be learned, and which evidence could change the next move.

Source family: Decision brief
Confidence boundary: The question is bounded; the answer is not assumed.
Review timing: Reopen when the business decision, website, or discovery surface changes.
Contradiction status: Open until current guidance and observed behavior are compared.
Downstream use: Controls the evidence request and prevents unrelated research from expanding the scope.

Current official sources Open the evidence behind the example.

Google Search CentralAI features and your website ↗OpenAI Help CenterPublishers and developers FAQ ↗W3CWCAG 2.2 ↗

Public evidence records

Inspect sources, claims, contradictions, and correction triggers.

These are source-backed public evidence briefs—not client research, biography proof, peer review, or independent validation. Every record exposes what supports it, what could change it, and how to request a correction.

Keyword search Topic Claim class Lifecycle status Sort

3 of 3 records shown

AI visibilityCurrent · version 1.0

Eligibility is not guaranteed visibility

Which documented conditions affect eligibility, and which outcomes remain outside the website owner's control?

Current through 2026-08-16Revised 2026-08-16Published evidence briefJoshua H. White website research record

Claims and source lineage

Verified fact
Google documents that normal Search eligibility and snippet requirements apply to its AI features, with no additional technical requirements.
Google Search Central
Verified fact
OpenAI documents OAI-SearchBot for search discovery separately from GPTBot training preferences.
OpenAI Help Center
Recommendation
Describe readiness as an evidence boundary, never as guaranteed crawl, indexation, appearance, citation, or recommendation.
Google Search Central · OpenAI Help Center

Primary and official sources

Contradictions and uncertainty

A page can satisfy documented eligibility while a provider still does not crawl, index, surface, cite, or recommend it.
Disposition
Retain eligibility work but prohibit outcome language.
Uncertainty
Material and provider-dependent.
Next verification
Reverify official documentation and observe the named surface under a dated protocol.

Limitations: Provider behavior, models, interfaces, retrieval context, prompts, locale, and time can change independently of the website.
Correction / expiry trigger: Material provider documentation or crawler-policy change.
Rights: Original synthesis; linked source material remains subject to its publisher's terms.
Suggested citation: Joshua H. White website research record. Eligibility is not guaranteed visibility. Version 1.0, 16 August 2026.
Version history: Version 1.0 · Initial public evidence brief · 2026-08-16
Correction contact: Report an error or request a correction

AccessibilityCurrent · version 1.0

Interactive systems need a complete semantic path

Which content and controls must remain available outside the visual renderer?

Current through 2026-08-16Revised 2026-08-16Published evidence briefJoshua H. White website research record

Claims and source lineage

Source-backed observation
Names, roles, values, navigation, and essential meaning must remain programmatically available outside decorative rendering.
W3C
Verified fact
WCAG conformance applies to the complete page and its responsive variations, not only a preferred desktop state.
W3C

Primary and official sources

Web Content Accessibility Guidelines 2.2W3C · Web standardPublished: 2024-12-12 · Updated: 2024-12-12 · Accessed and verified: 2026-08-16Locator: 1.4.10, 2.1, 2.2.2, 2.4, 4.1.2, and conformance requirements. Accessibility requirements for complete responsive web pages and interactive components.

Contradictions and uncertainty

A visually complete canvas can still expose no usable structure to assistive technology.
Disposition
Keep HTML as the source of truth and canvas as progressive enhancement.
Uncertainty
Implementation-specific until keyboard and assistive-technology testing is complete.
Next verification
Test the complete task without canvas, motion, hover, or precision pointing.

Limitations: This brief states a design requirement; it is not a blanket accessibility conformance claim.
Correction / expiry trigger: W3C recommendation or tested interaction contract changes.
Rights: Original synthesis of public W3C guidance.
Suggested citation: Joshua H. White website research record. Interactive systems need a complete semantic path. Version 1.0, 16 August 2026.
Version history: Version 1.0 · Initial public evidence brief · 2026-08-16
Correction contact: Report an error or request a correction

Interactive systemsCurrent · version 1.0

Immersion ends when its lifecycle ends

How should rendering pause, fail, recover, and release resources without blocking the core journey?

Current through 2026-08-16Revised 2026-08-16Published implementation noteJoshua H. White website research record

Claims and source lineage

Recommendation
A WebGL enhancement should handle context loss and release resources when the scene is no longer needed.
MDN Web Docs
Recommendation
The website's useful identity, content, navigation, and action should remain available without WebGL or motion.
W3C · MDN Web Docs

Primary and official sources

Contradictions and uncertainty

Richer continuous rendering can increase spectacle while consuming battery, GPU time, and attention after the communication job is complete.
Disposition
Pause offscreen and hidden scenes; provide constrained and static tiers.
Uncertainty
Field impact remains unknown before production telemetry.
Next verification
Measure representative devices and retain a user motion control.

Limitations: Local browser evidence diagnoses this implementation; production device and field telemetry remain separate.
Correction / expiry trigger: Renderer, browser, scene architecture, or target-device policy changes.
Rights: Original implementation note; linked documentation remains subject to its publisher's terms.
Suggested citation: Joshua H. White website research record. Immersion ends when its lifecycle ends. Version 1.0, 16 August 2026.
Version history: Version 1.0 · Initial public implementation note · 2026-08-16
Correction contact: Report an error or request a correction

Research methodology

Traceable enough to inspect. Bounded enough to correct.

Question

Decision before collection

Every record begins with the decision it must inform, its scope, current-through date, and the evidence needed to change that decision.

Sources

Authority and lineage

Primary and official sources are preferred. Access dates, locators, source classes, dependencies, and conflicting evidence remain visible.

Synthesis

Fact, inference, and gap

Observed facts stay separate from interpretation, uncertainty, unsupported territory, and the next useful verification step.

Lifecycle

Review, correct, retire

Each published record carries a version, lifecycle status, last review date, correction path, and a visible change history.

Integrity

Conflicts and review roles

The author owns the synthesis and discloses material conflicts. No record is labeled independently reviewed unless a named reviewer and review evidence exist.

AI use

Assistance never becomes authority

AI-assisted discovery or drafting, when used, remains untrusted input. Source checks, claims, interpretations, citations, and release decisions stay attributable to a human owner.

“Verified” source metadata means the public link, publisher, title, locator, access date, and stated applicability were rechecked on the listed date. It does not mean the synthesis was peer reviewed, independently validated, or guaranteed current after that date.

Find any page, service, framework, assessment, or research record.

Research

Follow one claim from question to owned action.

What must be true before calling a website ready for AI-assisted discovery?

Current official guidance plus current website behavior

Eligibility and interpretability can be improved; appearance and citation cannot be guaranteed.

Eligibility is not visibility—and visibility is not stable recommendation or impact.

Turn the surviving claim into owned requirements and tests.

Inspect sources, claims, contradictions, and correction triggers.

Eligibility is not guaranteed visibility

Interactive systems need a complete semantic path

Immersion ends when its lifecycle ends

Traceable enough to inspect. Bounded enough to correct.

Decision before collection

Authority and lineage

Fact, inference, and gap

Review, correct, retire

Conflicts and review roles

Assistance never becomes authority

Nothing optional is tracking you.

Research

Follow one claim from question to owned action.

What must be true before calling a website ready for AI-assisted discovery?

Current official guidance plus current website behavior

Eligibility and interpretability can be improved; appearance and citation cannot be guaranteed.

Eligibility is not visibility—and visibility is not stable recommendation or impact.

Turn the surviving claim into owned requirements and tests.

Inspect sources, claims, contradictions, and correction triggers.

Eligibility is not guaranteed visibility

Interactive systems need a complete semantic path

Immersion ends when its lifecycle ends

Traceable enough to inspect. Bounded enough to correct.

Decision before collection

Authority and lineage

Fact, inference, and gap

Review, correct, retire

Conflicts and review roles

Assistance never becomes authority

See the questions and disciplines that connect to this one.

AI Visibility Evidence Model™

Insights

Resources