We make sure a machine can tell what you sell and why you're the answer, so you turn up in the shortlist your buyer never sees you compete for.
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We build the first, measure the second, and give you a straight read on the third.
Entity resolution, structured data, answer-shaped pages, clean feeds. Every piece of it can be checked by you, on your own site, without taking anyone's word for it. Schema validates or it doesn't. Your entity resolves or it doesn't.
This follows from layer one. Measured monthly, with the rented share broken out so you can see which part of it would survive a change in how the engines retrieve.
Years of press, reviews and third-party writing build this, and no agency can buy it for you in a quarter. What the audit does is measure where you stand on it today, name who holds it in your category and on the strength of what, and set out what would actually move it, so the money you spend on PR, reviews and partnerships is aimed at the gap that is costing you answers.
Layer one is the precondition. A brand a machine can't read won't get retrieved or remembered, whatever it spends.
Read the sample audit, every section, three of them filled in →
Book a callJudged over a quarter, because AI visibility moves on a 30-to-60 day lag. Stop any time.
Ask about UpkeepNothing here is a subscription you have to escape. Agencies and resellers →
Retrieval-led surfaces. ChatGPT and Claude with search on, Perplexity, Gemini, Google's AI Overviews and AI Mode — shift in four to eight weeks. The same models answering from training data alone move far slower, so anything that has to reach the training corpus takes six to eighteen months. The audit tells you which of your prompts sit in which bucket.
You keep all of it. The schema, the pages, the entity work, the measurement baseline. It's published on your domain in your name. There's nothing to switch off and nothing to hand back.
You get a 30-minute walkthrough and questions answered by email for two weeks. If you want the measurement repeated and acted on every month, that is what Upkeep is. We do not implement the fixes inside the audit: that is the build, and the report tags every item with who owns it and how long it takes so you can price it first.
Because it is a week of work, not a scan you can automate. The prompt set has to be researched for your category and the way your buyers actually phrase things, before a single run happens. Then every prompt runs across every AI search engine with retrieval on and off, and a person has to read what comes back and work out why an engine placed a competitor and not you. The answers sit across entity data, structured data, content structure, product feeds and crawler configuration, four or five disciplines that rarely live with one person. $500 buys that work written down, with every number traceable to the run it came from, and it comes off the build if you go ahead.
Citrel AI is an independent studio run from Bengaluru, working with clients in the US, UK, Europe, the Gulf and Australia. We overlap at least four hours with US Eastern. We publish our prices and our own index, so you can judge the work on what we show rather than on where we sit. Everything reaches us through the contact form.
Keep it. Those dashboards are good at what they do, we run them too — and they answer one question: which prompts name you today. We answer the next three: why an engine cannot place you, how much of that visibility survives with retrieval switched off, and what to change. Then we write the schema, build the entity and ship the pages. Most clients run both, and the dashboard is how they check our work.
Every AI search engine, retrieval on and off, seven working days. $500.
Go on to a build within 90 days and the $500 comes off its price.
Before you book, the sample audit is open to read: every section, three of them filled in.