Methodology

What an AIFINDYOU score means.

AiFindYou is a cite-readiness diagnostic for public websites. The score summarizes whether public pages provide the retrieval, answer evidence, entity clarity and trust signals that can help AI/search systems understand and cite them.

Last updated: July 13, 2026

A cite-readiness diagnostic, not an AI ranking report.

An AiFindYou score is an evidence-based summary of publicly detectable website signals. It helps prioritize changes that make important information easier to retrieve, parse, verify and cite.

The score does not directly measure whether ChatGPT, Perplexity, Gemini, Claude or another AI system has already mentioned, cited, ranked or recommended a site for a particular query.

Three types of cite-readiness signals

Useful citations need more than one good page element. AiFindYou groups the diagnostic into three complementary areas.

Retrieval readinessCan public systems reach the page and read meaningful HTML? This includes access controls, crawl directives, canonical URLs, sitemap discovery and avoidable JavaScript-only barriers.
Citation readinessDoes the page contain concise, self-contained and factual answer evidence? This includes clear headings, visible answers, relevant structured data and FAQ markup that matches visible content.
Entity and trust readinessCan a reader identify who is responsible for the information and check important facts? This includes consistent business details, contact paths, publisher signals, current information and secure public delivery.

These signals are prerequisites and supporting evidence. They are not a claim that any answer engine will select a page for every question.

The 19-checkpoint model

AiFindYou uses a 19-checkpoint model across public technical, content, entity and trust evidence. The checkpoints examine whether a website exposes the basic information needed for retrieval and citation, then report the evidence and affected pages where available.

1. Find and retrieveCheck whether public pages, crawl guidance and site discovery files are available and internally consistent.
2. Read and understandCheck whether key facts are present in readable HTML and supported by suitable metadata or structured data.
3. Verify and citeCheck whether answer-style content, visible FAQs, identity details and trust evidence support a clear, attributable citation path.
4. Prioritize deploymentTurn failed or incomplete signals into a Fix Kit for an AI coding agent, CMS editor, developer or agency.

AiFindYou explains the signal categories and evidence, but does not publish exact scoring weights. A fixed formula would invite superficial optimization instead of accurate public information.

What the scan does not measure

The scan is not an observed AI-answer monitoring service. It does not query every engine, track a brand's past mentions, or verify a live citation position for a particular prompt, location or user.

  • It does not guarantee ranking, citation, recommendation or traffic from an AI system.
  • It does not control private ranking logic, model changes, personalization, geography, retrieval sources or competing pages.
  • It does not treat a higher readiness score as proof of brand authority, customer satisfaction or factual accuracy beyond the public evidence it checks.
Use the score to improve verified public facts and implementation quality. Do not invent schema fields, FAQs, dates, profiles, reviews or business details to raise a score.

How to use the result

Start with the highest-impact evidence gaps. Make important facts visible in HTML, keep structured data aligned with visible content, fix public crawl access where appropriate, and add answer-style sections only when they answer a real customer question.

Then review the generated Fix Kit before publishing. Website owners remain responsible for the truthfulness, legal suitability and technical safety of the final changes.

Methodology FAQ

What does an AiFindYou score mean?

An AiFindYou score is a cite-readiness diagnostic. It summarizes publicly detectable website signals that can affect whether a system can retrieve, parse, understand, verify and cite a page.

Does the score measure whether AI systems already mention or cite my site?

No. The scan does not directly measure whether ChatGPT, Perplexity, Gemini, Claude or another AI system has already mentioned, cited, ranked or recommended a site for a particular query.

Why does AiFindYou use retrieval, citation, entity and trust signals?

These signal groups describe different prerequisites: a page needs to be reachable and readable, contain extractable answer evidence, state who is responsible for it, and provide consistent facts that can be checked.

Does a higher score guarantee a citation or recommendation?

No. A higher score indicates stronger public cite-readiness signals, not a guaranteed result in any AI system. Answers can vary with the query, model, retrieval source, location, personalization, time and competing sources.

Does AiFindYou publish exact scoring weights?

No. AiFindYou explains the checkpoint model and the evidence behind findings, but does not publish exact weights. The diagnostic should be used to prioritize verified improvements, not to game a fixed formula.