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AI Visibility Checklist — 35-Point Assessment — Ronin Management™
35-Point Free Checklist

Is Your Business Truly AI-Ready?

Most businesses think they're covered. Most aren't. This 35-point assessment goes beyond the basics — covering findability, technical crawl health, entity signals, trust, content structure, reputation, and measurement. Tick each one as you go. Your score updates live.

Your AI Readiness Score 0 / 35
Start ticking items below to see your score.
1

AI Findability

The most basic test: can AI platforms find you and say something accurate when someone searches for you or your category?

0 of 5 complete
Quick check
Open ChatGPT and ask: "Tell me about [your business name]"
Does it know who you are and describe what you do accurately? If it returns nothing, hedges, or gets it wrong — you have a findability problem that is costing you deals right now.
Quick check
Run the same test on Perplexity, Grok and Gemini
Each model has different training data and citation sources. You need consistent representation across all of them. Inconsistency signals a weak entity footprint.
Quick check
Ask AI: "Who are the best [your service] providers in [your location]?"
This is what your prospects are actually asking. If your name doesn't appear, a competitor is taking that lead right now. Run this across at least 3 platforms.
Setup required
You have an llms.txt file on your website
llms.txt is optional but useful — it gives AI crawlers a clear, machine-readable summary of who you are and what pages to prioritise. Without it, AI has to infer your brand from scattered content — and it often gets things wrong or incomplete.
Quick check
You appear in Google AI Overviews for at least one relevant search query
AI Overviews appearance is a strong proxy for broader AI visibility. Search your top 5 keywords with Google and check whether you or a competitor appears in the AI summary at the top.
2

Technical Crawl & Index Health

AI platforms rely heavily on what search engines have indexed. If your crawl health is poor, you're invisible to both — and you won't know until you check.

0 of 5 complete
Tool check
Run "site:yourdomain.com" in Google — do your key pages appear?
A quick sanity check to confirm your pages are indexed. If important service or product pages are missing, AI platforms can't cite them. Cross-check with Google Search Console coverage report for errors.
Setup required
Your sitemap is submitted to both Google Search Console and Bing Webmaster Tools
AI platforms draw from what search engines have indexed. Most businesses only submit to Google — but Bing feeds Copilot, and Bing Webmaster is free. Both matter for AI visibility.
Tool check
Your schema markup passes Google's Rich Results Test with no errors
Invalid schema is worse than no schema — it creates conflicting signals. Validate your key pages at search.google.com/test/rich-results. Fix any errors before adding more markup.
Setup required
Your robots.txt does not accidentally block important pages from crawling
Misconfigured robots.txt is a common and invisible problem. Check that your key service, product and about pages are not blocked. AI crawlers respect robots.txt — blocked pages don't get cited.
Setup required
Duplicate content is controlled with canonical tags — you have no competing versions of key pages
Without canonical tags, AI and search engines may index the wrong version of a page — or split authority across duplicates. Check for www/non-www, HTTP/HTTPS, and trailing slash variants of your key pages.
3

Brand Entity & Knowledge Graph

AI systems use structured signals to verify who you are. Without a clear entity definition — across schema, directories and external databases — you're just noise in the training data.

0 of 6 complete
Setup required
You have Organisation schema on your homepage with name, URL, description, address and founding date
JSON-LD Organisation schema is the clearest signal you can give AI about who you are. It needs to be accurate, complete, and consistent with every other source that mentions your brand.
Setup required
Your business name, address and phone number are identical across your website, Google Business Profile, and all directories
NAP consistency is one of the first things AI checks to verify you're real. Any mismatch — a different phone number on Yelp, a shortened address on your site — creates doubt and weakens your entity signal.
Quick check
Search "[your brand]" on Google — does a Knowledge Panel appear on the right?
A Knowledge Panel means Google has created a verified entity for your brand. No panel means AI platforms are operating without an anchor — making you harder to reliably recommend. If you don't have one, entity work is the fastest fix.
Setup required
Your schema includes sameAs links pointing to your verified social profiles, directories and Wikipedia/Wikidata (if applicable)
sameAs is the signal that ties all your brand mentions together into one verified entity. Link from your Organisation schema to your LinkedIn, Crunchbase, Wikipedia, industry database entries and any other canonical profile.
Setup required
Your brand is listed consistently in at least 3 relevant industry directories or databases
Third-party citations validate your entity from outside your own site. These could be industry associations, Crunchbase, local business databases, or niche directories. Each consistent listing strengthens the entity web AI uses to verify you.
Setup required
Name variants and brand relationships are addressed — AI isn't confusing you with another entity
If your brand name is shared, generic, or similar to another entity, AI will conflate you. Check what AI returns when asked about you. If it's mixing you with a competitor or a different business entirely, entity consolidation work is needed.
4

Trust Signals & E-E-A-T

Being found isn't enough. AI has to trust you before it recommends you. E-E-A-T (Experience, Expertise, Authoritativeness, Trustworthiness) is Google's framework — and AI uses the same signals.

0 of 6 complete
Quick check
Ask ChatGPT: "Should I trust [your business]? Be honest."
This is what your prospects are doing before they contact you. If AI hedges, warns, or stays silent — you have a trust signal problem that is actively costing you business. Run the same query on Perplexity and Grok.
Setup required
You have reviews on at least 2 independent third-party platforms (Google, Trustpilot, etc.)
AI specifically looks for third-party validation before recommending. Reviews on platforms it can't suspect you own or control are among the strongest trust signals available — and many businesses have none.
Setup required
Your About page names real people with credentials, roles and verifiable experience
Anonymous brands are lower-trust in AI's assessment. Named individuals — especially with LinkedIn profiles, qualifications or verifiable track records — significantly increase the confidence AI has in recommending you.
Setup required
Your expert content has author bios that include credentials, experience and a link to a verifiable profile
Author schema and visible author bios are a core E-E-A-T signal. AI gives higher weight to content attributed to identifiable, credentialled humans over anonymous brand publishing. Add AuthorSchema to each key article.
Ongoing
You have been mentioned or quoted in at least one credible external publication
A single credible PR placement in a recognised publication — even a niche one — significantly shifts how AI models assess your authority. It's external, third-party validation that you can't manufacture on your own site.
Setup required
You have a clear contact page with a real address, verified email and direct phone — not just a form
A contact page with verifiable details is an explicit trust signal. AI models treat it as a proxy for legitimacy. A form-only contact page with no physical address raises doubt — especially for service businesses.
5

Content Citability

AI recommends brands it can cite. Your content needs to be structured so AI can extract, quote, and reference it — not just read it.

0 of 6 complete
Quick check
Ask AI: "What does [your business] specialise in?" — does it answer correctly and specifically?
If AI can't accurately describe your specialisation, your service pages aren't structured for extraction. Your content needs to explicitly state what you do, for whom, and where — in direct, factual language AI can lift and use.
Setup required
Your homepage states what you do, who you serve, and where you operate — in the first 100 words
AI prioritises above-the-fold content. Vague hero copy ("We help businesses grow") gives AI nothing to extract. Specific, factual, declarative language in the first paragraph is what gets cited.
Setup required
You have at least one FAQ section on your site that directly answers questions your customers ask
FAQ content is one of the most citable formats for AI. The question-and-answer structure maps directly to how AI queries are formed — making your answers significantly more likely to be surfaced when a prospect asks that question.
Setup required
Your key pages include "definition blocks" or clear summary statements that AI can lift as a standalone answer
AI favours content with clear, self-contained definition blocks — a sentence or two that defines a concept, service, or process in plain language. Think: "ExpatTaxThailand.com is a [clear description]." These get extracted and cited directly.
Setup required
Your key service pages include specific facts: pricing, timeframes, locations, processes or measurable outcomes
Vague service pages are ignored by AI. Specific, factual content — especially with numbers — is what AI extracts and uses when comparing providers for a prospect. If your competitors have specifics and you don't, they win the citation.
Ongoing
Your key content pages show a "last updated" date and are reviewed at least annually
AI models are increasingly aware of content freshness. Stale pages — especially those with outdated pricing, old statistics or obsolete information — signal lower trustworthiness. An "updated" timestamp on key pages is a simple but meaningful signal.
6

Reputation & Brand Defence

Negative signals compound invisibly. AI reads forums, Reddit threads and scam reports alongside your own site — and weights third-party opinion heavily when assessing whether to recommend you.

0 of 4 complete
Quick check
Search "is [your brand] legit?" and "[your brand] review" — what appears?
This is what prospects do when AI gives them your name. If the first results include forum complaints, scam warnings, or unanswered negative reviews — AI is reading those too. Know what your reputation SERP looks like before your prospects do.
Ongoing
Negative reviews on Google and Trustpilot have received a professional public response
Unanswered negative reviews are a red flag for AI trust assessments. A thoughtful, professional response to every negative review — even old ones — demonstrates accountability, which AI interprets as a positive trust signal.
Ongoing
You monitor Reddit, forums and community platforms for brand mentions at least quarterly
AI models are trained on Reddit and forum content. A thread of complaints or a "stay away from X" post on a relevant forum can directly influence AI responses about your brand — even if you're unaware it exists. Use Google Alerts or a tool like Brand24 to monitor.
Ongoing
You have a system for proactively generating new positive reviews to keep your review profile current
A cluster of old reviews with no recent activity reads as a declining brand — even if the reviews are positive. A simple, consistent process for asking satisfied clients for reviews is one of the highest-ROI trust activities available.
7

Measurement & Ongoing Visibility

Without measurement, AI visibility is a vibe — not a strategy. These items separate businesses that are genuinely managing their AI presence from those that are just hoping for the best.

0 of 3 complete
Ongoing
You have a documented baseline — what AI says about you today, across which platforms, for which queries
You can't measure improvement without a starting point. Document the exact AI responses to your key brand and category queries, across ChatGPT, Perplexity, Grok, Gemini and Copilot — with dates. This is the baseline everything else is measured against.
Ongoing
You run a repeatable monthly AI tracker — same prompts, same platforms, documented results and month-on-month deltas
AI responses change as models update. A monthly tracker using a fixed set of 10-15 prompts across your key platforms gives you real data on whether your visibility is improving, declining, or shifting. Without it, you're operating blind.
Ongoing
You know your AI Share of Voice — how often you appear vs competitors across your tracked category queries
AI Share of Voice is the most meaningful metric for this channel. Track how frequently your brand appears in AI answers for your top category queries compared to named competitors. A rising SoV means the work is compounding. A falling one means a competitor is catching up.

Your AI Readiness Assessment

Critical Gaps — AI Is Likely Hurting Your Business Right Now

Your score suggests significant foundational gaps. At this stage, AI is either invisible about your brand, actively hedging when prospects search, or — worst case — recommending a competitor instead. The good news: most of these are fixable relatively quickly, and the early foundations compound fast. Entity setup and findability are the right starting point.

Partial Presence — You Exist in AI, But You're Not Being Recommended

You have some of the foundations in place, but gaps in trust, content structure or reputation signals are likely preventing AI from confidently recommending you. At this stage the issues are usually specific — a missing author bio here, an unvalidated schema there. Targeted fixes in the areas you've missed can move you from "mentioned" to "recommended" within weeks.

Strong Foundation — Now It's About Compounding It

You've done more than most. Your AI presence is solid at a foundational level. The focus now is authority building, Share of Voice growth and ongoing maintenance — ensuring you stay the default recommendation as models retrain and competitors catch up. The margin between good and dominant is built in measurement and ongoing work.

Want a professional AI visibility audit across ChatGPT, Perplexity, Grok, Gemini and Google AI — with a prioritised fix list specific to your business?

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