AI visibility audit for businesses
See if AI recommends your business, and whether what it says is true.
10 leading AI models, every claim checked against your website, and the exact fixes. Free check in a minute or two. Full report $99, no subscriptions.
Checked across 10 leading AI models in every full report.
- ChatGPTOpenAI
- GeminiGoogle
- Claude OpusAnthropic
- GrokxAI
- Meta Muse SparkMeta
- DeepSeekDeepSeek
- QwenAlibaba
- KimiMoonshot AI
- NVIDIA NemotronNVIDIA
- GLMZ.ai
In every full report
$99Paid once
- 10 AI models searched
- 5+ questions asked of each
- 50+ AI answers read for you
- 10+ AI crawlers checked
- Your competitors, rankedEvery company AI names, and where you place.
- Where AI contradicts your websiteEach model quoted beside the line on your site.
- Your score out of 100Visibility, Accuracy, Sources and Access.
- A complete AI Fix PackEvery fix in order, with paste-ready JSON-LD, FAQs and llms.txt.
One free re-scan within 30 days. If your report finds no fixes, email us within 7 days for a full refund.
Preferly in 31 seconds
Read the video’s text
- AI visibility audit for businesses. What do 10 AI models tell your customers about you?
- Just enter your website. (lumenandlark.example, the business from the Preferly example report)
- 10 leading AI models get the questions a new customer would ask: ChatGPT, Gemini, Claude Opus, Grok, Meta Muse Spark, DeepSeek, Qwen, Kimi, NVIDIA Nemotron and GLM. 5+ questions asked of each. 50+ AI answers read for you. Web search on for every answer.
- Example report (a real run, names and some results changed). Preferly score: 44 out of 100. Visibility 4.6/40, Accuracy 23.6/25, Sources 1.1/15, Access 14.7/20.
- Named in 6 of 41 answers. Its top competitor was named in 8.
- 3 places where AI contradicts your website. Your website says: "With the exception of our beeswax-inclusive products, all of our products are vegan." Claude Opus said: "All of the formulas are vegan, cruelty-free, and safe for sensitive skin." Each one quoted beside the line on your site.
- Then fix it, in order. Get onto the pages AI cites for your category. Add a machine-readable label to your homepage. Publish pages that answer the 2 questions you're missing from. Check your pricing: AI and your website disagree. AI Fix Pack: paste-ready JSON-LD, FAQ copy and llms.txt.
- Start free, or get the full audit. Free check, $0: 3 AI models, your score and top fix, in about a minute. Full audit + AI Fix Pack, $99 paid once: 10 leading AI models, every competitor and contradiction, every fix with paste-ready code.
- preferly.ai See what AI says about you. Then fix it.
The questions business owners are asking themselves right now
45% of US consumers asked AI for local business recommendations in the past year. Find out what AI says about you.
Source: BrightLocal, Local Consumer Review Survey 2026
Why does ChatGPT keep recommending my competitor instead of me?
The report: Every company the 10 models name, ranked, and where you place.
When someone asks AI for a business like mine, do I even come up?
The report: 5+ questions a new customer would ask, put to 10 models. You see which of the 50+ answers name you.
Is AI accurately describing my business?
The report: Each place AI contradicts your website, quoted beside the line on your site.
I rank fine on Google. Why doesn’t that carry over?
The report: AI tools read other pages. You see which ones they cite, and how often they cite yours.
Does my website work with the latest AI agents and tools?
The report: We check 10+ AI crawlers, and whether your pages load and your key facts can be read.
What should I fix, and do I need an agency for it?
The report: An AI Fix Pack with every fix in order and paste-ready code. Paid once, no retainer.
Want a free preview? See what 3 AI models say
The free preview shows where you stand. The full report shows who AI picks instead of you, and how to fix it.
| What you get | Free preview | Full report · $99 |
|---|---|---|
| AI models | 3 models 15 answers | 10 leading AI models 5+ questions each, 50+ answers |
| Score out of 100 | Included | Included from all 10 models |
| Competitors | Count only | Ranked, with where you place |
| AI contradicts your website | Up to 2 | Every one, quoted |
| AI crawler access | Open / blocked | 10+ AI crawlers checked |
| What to fix | Top fix only | AI Fix Pack, paste-ready code |
| PDF and re-scan | Not included | PDF + 1 free re-scan |
- One payment
- No subscription, no sales call
- Ready in about 5 minutes
Start your free check
Your business name and website, in the form at the top of this page.
Go to the free checkFree. No email needed. Results in a minute or two.
What the full report shows you
See who AI recommends instead of you
Every competitor the models name, by name, and how many of the 10 picked them.
Catch where AI contradicts your website
What each model said about you, quoted beside the line on your site that disagrees.
Know whether AI crawlers and agents can reach you
We test whether AI crawlers are let in, whether your pages load and your key facts can be read, and whether an AI agent could use your forms and links.
Get a fix plan with ready-to-paste code
Every fix in priority order, with the steps, the points it can win and code you can paste.
Watch a check run
This is what you see while a check runs: each AI model gets each question, and the board fills in as the answers come back.
Done. 40 answers read, and the result for Riverside Family Dental is ready.
- Answers read
- 40 of 40
- Times named
- 14
- Recommendations
- 169
An example of what you'll see while your check runs. The business and its results are made up.
The full report: 10 leading AI models, every competitor ranked, and an AI Fix Pack with paste-ready code.
See a full report before you buy
A full report for a fictional skincare brand business, based on a real run with the names and some results changed. Every section is there: the competitors by name, the contradictions, AI access, every answer and the fix plan.
AI names you in 6 of 41 answers
6 of 41 answers to questions a new customer would ask mentioned Lumen & Lark; 5 put you in the top three.
3 competitors get named instead
Mildwell appears in 8 answers; Quiet Fern and Plainspoken in 7 each.
AI contradicts your website
3 things AI said about Lumen & Lark contradict what your own website says.
- Visibility
- 4.6 / 40
- Accuracy
- 23.6 / 25
- Sources
- 1.1 / 15
- Access
- 14.7 / 20
- Do firstWO-01Get onto the pages AI cites for your category
- WO-02Add a machine-readable label to your homepage
- WO-03Publish pages that answer the 2 questions you're missing from
- NextWO-04Check your pricing: AI and your website disagree
How it works, in three steps
You give us your business name. We do the rest.
We find your business
From the name, and your website if you give it, we confirm your site and work out what customers come to you for.
We ask AI what your customers ask
The free check asks 3 AI models and the full report asks 10 leading AI models, all with web search on. Most questions don’t mention you by name, the way a new customer would ask.
We read every answer and write the plan
We count who was recommended, check what AI said about you against your website, test whether AI tools can reach your site, and put the fixes in order.
What do popular AI agents say?
As personal AI agents become more popular, they recommend businesses and products more often. So it matters how your business shows up when someone asks one. Where an agent runs on one of the 10 AI models in the full report, you see that model's answers. Results from the other agents are coming soon.
| Agent | How we ask it | Status |
|---|---|---|
| xAI Grok Bot | Via the Grok model behind it. We use the answers from the model that powers it. | Available |
| Meta Muse | Via the Meta Muse Spark model behind it. We use the answers from the model that powers it. | Available |
| OpenAI dots | Via the GPT model behind it. We use the answers from the model that powers it. | Available |
| Instinct | Coming soon. Results from this agent are coming soon. | Coming soon |
| Hark | Coming soon. Results from this agent are coming soon. | Coming soon |
Common questions
The short answers. The full detail is on the methodology page.
Can I see a full report before I pay?
Yes. The example report is a full report based on a real run, with the business and every competitor renamed and some results changed. Yours has the same sections, built from your own answers.
What if the report isn’t useful?
If your report finds no fixes, email us within 7 days and we'll give you a full refund.
Is there a free trial?
There’s no trial of the full report, because the free check is free. It asks 3 AI models 5 customer questions and shows your score, how often AI names you, how many competitors it names instead and your top fix, in a minute or two. The full report is $99, paid once.
Is Preferly a subscription?
No. You pay $99 once for the full report. Nothing renews. The report includes one free re-scan within 30 days, so you can see what changed after you make your fixes. See pricing.
Does Preferly check Google AI Overviews or Perplexity?
Not yet. Today we ask 10 AI models through their APIs: ChatGPT, Gemini, Claude Opus, Grok, Meta Muse Spark, DeepSeek, Qwen, Kimi, NVIDIA Nemotron and GLM. Google AI Overviews, Google AI Mode, Perplexity and Microsoft Copilot aren’t covered yet. Some AI agents are covered through the models behind them; see the AI agents. The methodology lists exactly who we ask.
Is this the same as asking the ChatGPT app?
Close, but not identical. We ask each model through its API with web search on and a neutral instruction. The apps add their own instructions, personalization and memory, so a signed-in user may see a somewhat different answer.
Each question is asked once per model, and answers vary from run to run, so treat a result as a snapshot. Every result shows its date and the exact questions.
How is the score worked out?
Four parts, 100 points in all.
- Visibility (40): how often AI recommends you when the question doesn’t name you, weighted by rank.
- Accuracy (25): the share of checkable things AI said about you that match your website.
- Sources (15): how often AI cites your own site or profiles.
- Access (20): whether AI tools are allowed in, can load your site, and can read your key facts.
Why would AI contradict my website?
AI answers mix what a model learned in training with what its web search found: old directory listings, review sites, articles, sometimes an old version of your own site. We only flag a contradiction when we can quote the part of your site that disagrees, so you can see which source needs updating.
Do you store my data?
We keep a record of each check, with its answers and result, and the email address if you gave us one, so we can run the service, fix problems and send you your report. We don’t sell it or send marketing without asking. To run the check we send your business name and website to the AI models we use, and we read public pages of your site.
Do you pretend to be another company’s bot?
No. Our crawler says it is Preferly, never gets around bot protection, and never submits a form. If your site blocks automated visitors, we report that instead of working around it.
See what AI says about you, and what to change.
Free check in a minute or two. Full report $99 once, ready in minutes. No subscription, no sales call.