Platform

AI Readiness

Score your site against what AI engines need to understand, trust and recommend you.

See it inside Findable

A live look at AI Readiness — overall score, subscores and per-page issues.

findable.app / ai-readiness
Score
Readiness
74+6
Pillars
Crawlability88%
Mentions71%
Reviews66%
Web Presence58%

What it is

AI Readiness is Findable's brand-wide composite score. It measures whether your brand is set up to be crawled, mentioned, reviewed and found across the web — combining four pillars: Crawlability, Mentions, Reviews and Web Presence. Because how much each pillar matters depends on your brand's archetype, we don't publish one universal weighting.

Why it matters for AI search

AI engines do not pick a page from a SERP — they extract entities, evidence and answers from sites they can reliably parse. A site that is invisible to those parsers is invisible to recommendations, no matter how good the brand or content.

The shift

"AI engines cannot recommend what they cannot understand."

How Findable helps

Findable checks your brand against the four AI Readiness pillars — Crawlability, Mentions, Reviews and Web Presence — scores each one, and lists the specific issues lowering your readiness, with clear fixes for each. Deep technical checks of your own website live in Discovery Signals and roll up into the Crawlability pillar here.

From AI answers to decisions

Readiness is a starting line: fix what AI cannot parse before chasing what it does not cite.

  1. 1
    Crawl website
    Crawl every important page on your site.
  2. 2
    Detect issues
    Detect crawl, schema and entity issues.
  3. 3
    Score readiness
    Score readiness per surface and overall.
  4. 4
    Recommend fixes
    List concrete fixes for each issue.

Key capabilities

Overall readiness score
A single score for how prepared your brand is for AI engines.
Crawlability pillar
Detects blocks, redirects and structure issues AI parsers fail on.
Mentions pillar
How often your brand is mentioned across the sources AI engines draw on.
Reviews pillar
How your brand is rated and discussed on review platforms.
Web Presence pillar
How broadly and consistently your brand appears across the web.
Fix recommendations
Each issue ships with the specific change required.

Brand-wide AI readiness

AI Readiness is Findable's brand-wide composite score. It measures whether your brand is set up to be crawled, mentioned, reviewed and found across the web — combining four pillars: Crawlability, Mentions, Reviews and Web Presence.

ai-readiness / issues
Missing FAQPage schemaFix
Ambiguous entity on /aboutFix
Thin content on 12 pagesFix
ai-readiness / entities
Brand: clearFounders: partialProducts: clearLocations: missingSameas links: 3

Why pillars, not just pages

AI engines do not pick a page from a SERP — they extract entities, evidence and answers from across the web. A brand that is weak on any pillar is harder to recommend, no matter how good a single page looks.

What this allows teams to do

Without Findable
  • Assume your brand is AI-ready
  • Discover reputation gaps by accident
  • Treat AI readiness like classic SEO
  • Ship a brand engines cannot trust
With Findable
  • Score Crawlability, Mentions, Reviews and Web Presence
  • Get a pillar-by-pillar list of what is missing
  • Address what AI engines specifically weigh across the web
  • Build a brand engines can find, cite and recommend

What teams find

Anonymous examples from real Findable workspaces.

"
One SaaS brand raised its Crawlability pillar after resolving access issues surfaced by Discovery Signals.
Anonymous brand
"
One D2C brand found its Reviews pillar was holding back an otherwise strong Mentions pillar.
Anonymous brand
"
One B2B brand closed its Web Presence gap by expanding coverage across the sources AI engines cite.
Anonymous brand

What you can see inside Findable

  • Overall readiness score
  • Crawlability pillar score
  • Mentions pillar score
  • Reviews pillar score
  • Web Presence pillar score
  • Fix recommendations
  • Readiness trend over time

Methodology

AI Readiness blends four pillars — Crawlability, Mentions, Reviews and Web Presence. How much each pillar counts depends on your brand's archetype, so we don't publish a single fixed weighting table; each pillar lists the underlying issues found.

AI Readiness combines crawlability checks, mention tracking, review analysis, and web-presence checks into a single brand-wide composite, weighted according to the brand's archetype.

Examples of AI Readiness analysis

Illustrative scenarios showing how teams assess whether their brand is set up to be found and recommended by AI.

Healthcare SaaS
  • A vendor checks whether ChatGPT, Claude, Gemini, and Perplexity can crawl its site, find mentions of its brand, and see its reviews.
PropTech
  • A platform reviews its web presence across the sites and profiles AI systems draw on to describe it.
Executive education
  • A school checks its crawlability, mention volume, and review footprint feeding into how AI systems characterize it.

How AI Readiness is composed

AI Readiness is a brand-wide composite built from four pillars — Crawlability, Mentions, Reviews, and Web Presence. How much each pillar counts toward the overall score varies by brand archetype rather than a single fixed formula.

  • Crawlability
    Whether AI systems can access, read, and interpret the brand's site.
  • Mentions
    How often and how well the brand is mentioned across third-party sources AI cites.
  • Reviews
    The breadth, volume, and sentiment of the brand's review footprint.
  • Web presence
    How consistently the brand shows up across the sources AI systems draw on.

Findable tracks these four pillars so teams can see where their brand-wide AI Readiness is strong and where it needs work.

Underlying research

Calibrated against real page and content scans.

25,309
Technical page scans
40,409
Content analyses
1,373
Domains classified

Learn more

Deeper guides on the concepts behind this capability.

Compare AI visibility platforms

Side-by-side comparisons with other AI visibility and SEO tools.

Related industry research

External references on AI search and generative answer engines.

External links open in a new tab.

Frequently asked questions

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