We Don't Guess What AI Says About You. We Ask — Then We Fix It.
9 AI platforms, 108 structured prompts per market, 24 technical checks — 14 dimensions measured across up to 3 target markets, with every response recorded. And whatever the research finds, we repair.
How Deep the Research Goes
19 Research Streams. Whatever They Find, We Fix.
Our Methodology
Three Phases. Only the First Two Are Research.
Live AI Research
Discovery
9 AI platforms interrogated. 108 structured prompts per market. Every response recorded.
6 intelligence streamsAI Citation Intelligence
9 providers, 108 structured prompts per market — see exactly who AI recommends
LLM Mention Tracking
How often ChatGPT and Google AI name your brand unprompted
Neural & Agent Search
Whether AI finds you through meaning, not just keywords
Training Data Footprint
Your presence in the datasets AI models learn from
Reputation Intelligence
Brand sentiment, source domains, geographic spread
Live LLM Search Capture
Real ChatGPT and Gemini results, recorded live
Website Intelligence
Analysis
We reverse-engineer what AI reads, extracts, and retains from your site.
4 analysis dimensionsAI Search Demand
12-month trends in AI-driven search volume for your keywords
Content Consumption
What AI retains from your pages vs. what it ignores
Page Discovery
Up to 30 of your highest-traffic pages, found and ranked automatically
AI Access Signals
24 technical checks across structured data, meta signals, and the barriers that block AI
Where the Fixing Begins
Strategy
Every data point synthesized into one picture of where you stand — and the starting point for the work we carry out.
5 strategy and repair outcomesAI Competitive Intelligence
Automatic competitor detection from citation testing, AI mentions, and neural search
Multi-Market Intelligence
Per-country testing across 33 countries
Findings Ranked by Impact
Every issue mapped to the fix that resolves it, ordered by what moves your visibility most
Executive Strategy Brief
Board-ready PDF with the full business narrative
Hands-On Repair
We implement the fixes ourselves, at the depth you choose — no discipline is out of scope
Live AI Research
Discovery
9 AI platforms interrogated. 108 structured prompts per market. Every response recorded.
6 intelligence streamsAI Citation Intelligence
9 providers, 108 structured prompts per market — see exactly who AI recommends
LLM Mention Tracking
How often ChatGPT and Google AI name your brand unprompted
Neural & Agent Search
Whether AI finds you through meaning, not just keywords
Training Data Footprint
Your presence in the datasets AI models learn from
Reputation Intelligence
Brand sentiment, source domains, geographic spread
Live LLM Search Capture
Real ChatGPT and Gemini results, recorded live
Website Intelligence
Analysis
We reverse-engineer what AI reads, extracts, and retains from your site.
4 analysis dimensionsAI Search Demand
12-month trends in AI-driven search volume for your keywords
Content Consumption
What AI retains from your pages vs. what it ignores
Page Discovery
Up to 30 of your highest-traffic pages, found and ranked automatically
AI Access Signals
24 technical checks across structured data, meta signals, and the barriers that block AI
Where the Fixing Begins
Strategy
Every data point synthesized into one picture of where you stand — and the starting point for the work we carry out.
5 strategy and repair outcomesAI Competitive Intelligence
Automatic competitor detection from citation testing, AI mentions, and neural search
Multi-Market Intelligence
Per-country testing across 33 countries
Findings Ranked by Impact
Every issue mapped to the fix that resolves it, ordered by what moves your visibility most
Executive Strategy Brief
Board-ready PDF with the full business narrative
Hands-On Repair
We implement the fixes ourselves, at the depth you choose — no discipline is out of scope
Live AI Research
Here's What 9 AI Platforms Say When Your Customers Ask.
Does AI Recommend You — or Your Competitors?
108 structured prompts per market, across 12 categories — discovery, comparison, recommendation, pricing, reviews, and more — sent to all 9 AI platforms. For every prompt, you see whether AI cites you, what it says, and which competitors it recommends instead. You'll know exactly where you're being cited, where you're invisible, and where you're one fix away from being recommended.
A prompt where a competitor gets named is a traceable gap — a page that didn't answer it, or a source the model trusted more than yours. We close that specific gap, then send the same prompt again to see what changed.
AI Is Answering Questions About Your Industry. Are You in the Answers?
We track how often ChatGPT and Google AI mention your brand across the questions buyers actually ask in your industry — with citation rates and AI search volume for each. You see exactly which questions trigger your brand, which trigger competitors, and how that shifts month to month. Data accumulates across all your target markets, giving you a complete cross-market picture of AI visibility.
Silence on a question you should own is a presence problem, not a code problem — the models never learned you belong in that answer. Teaching them is off-site work, and it is ours to do.
AI Agents Are Browsing the Web for Your Customers. Do They Find You?
AI web search and neural semantic search, run together in every market you sell into. When AI looks for a business like yours, does it find you? We don't just answer that — we discover who AI thinks your competitors are, and which terms AI already connects to your brand. Competitive intelligence drawn from what the models themselves returned.
Not being surfaced means no model has a clear idea which category you belong to. We settle that question — in the language your buyers and the models already use — and put the answer where both of them look.
Has AI Actually Memorized Your Website?
Four layers of AI memory testing. Is your site in the datasets AI trains on? Does Google recognize your brand as a verified entity? What does AI actually extract and retain when it reads your pages? Does your brand surface in autocomplete before customers even finish their question? If AI hasn't memorized you, it can't recommend you.
Memory is built from what was crawled, not from what you published. We rebuild the crawlable version so it's worth keeping, and so the next pass reads you correctly rather than approximately.
Is the Internet Working For Your Brand — or Against It?
Sentiment analysis across the web — positive, negative, neutral — reveals whether your online reputation is helping or hurting. 12-month mention trends show trajectory. Top source domains reveal who's talking about you, and geographic spread shows where your brand resonates — and where it doesn't.
Sentiment that reads badly to a model reads badly to a buyer. We deal with the specific domains dragging your trend down, and make sure the ones already speaking well of you have something current to say.
Real ChatGPT and Gemini Web Searches. Not API Simulation.
Most tools ask a model a question via API and call it a day. We capture what ChatGPT and Gemini actually show real users when they search the web — source attribution, brand detection, the exact results your customers see. Plus Google Business Profile intelligence: ratings, reviews, claimed status, and response rate. This is the difference between asking AI a question and seeing what AI tells your customers.
What your customers are shown is fixable. We correct the profile data those results draw on and rework the pages they cite, until the answer on screen matches the business you actually run.
Deep-Site Analysis
Your Website Through AI's Eyes — Every Page, Every Signal
How Fast Is AI Stealing Your Search Traffic?
For every keyword your site ranks for, we measure how much traffic is migrating to AI platforms — with 12-month trend data showing the acceleration. Run separately in each target market you sell into, so you see which ones are moving fastest.
Traffic moving to AI is only lost if AI doesn't know you. We rebuild the pages behind the keywords already migrating, until a model reading them can quote and attribute what it finds.
Your Website Looks Great to Humans. What Does AI See?
We feed your pages through the same pipeline AI models use — and measure what survives. How much of your content does AI actually retain? What gets extracted, and what gets lost? We measure the gap between what you wrote and what AI actually reads, page by page.
The loss is measurable page by page, so the repair is too. We start with the pages losing the most meaning and rework them until what a model retains is what you meant to say.
We Find Your Highest-Value Pages — Then Test Every One
We don't pick pages at random. We pull current ranking data to identify your highest-traffic, highest-revenue pages — then run all 24 checks on each one. Up to 30 pages per site, prioritized by the traffic they actually drive. Your homepage losing AI visibility costs you more than an old blog post does — the ranking data shows how much more, and we weight accordingly.
Revenue decides sequence. The pages carrying your business get repaired before the ones that don't — the same work, applied in the order that pays back fastest.
What AI Reads When It Visits Your Website
This isn't a basic "does your page load?" check. We read your site the way AI models do — and report what they find. Can AI parse your business identity from your structured data? Do your titles, descriptions, and content tell a consistent story? Are your social sharing tags giving AI the right signals? We extract exactly what AI sees when it reads your HTML — including the core entities it associates with your brand. Professional-grade research, not checkbox scanning.
Every misread signal here is fixable, and the technical layer is the part we control most directly. We make the corrections, deploy them, and then read the site back the same way to confirm they landed.
What the Findings Add Up To
Every Finding, Connected — One Picture of What This Is Costing You.
AI Reveals Your Real Competitors — Automatically
Across 108 structured prompts per market, 9 AI platforms, neural search, and brand mentions, we discover which competitors AI recommends instead of you — no URLs needed. Every AI response is analyzed for competitor mentions, recommendation strength, and positioning. You see who AI prefers, in which contexts, and why.
Know exactly who AI recommends over you — and the specific gaps to close to overtake them.
Included in every research engagementClosing those gaps is the engagement. One at a time — a missing page, a weak signal, an absent mention — we do the work that removes them.
AI Sees You Differently in Every Country. We Test Each One.
A Global baseline plus up to 3 target markets, chosen from 33 countries. Each target market gets its own AI citation testing, AI Overview analysis, LLM Mentions tracking, and competitive intelligence. How AI sees your business in the UK is different from how it sees you in the US — we capture every variation.
Per-country AI visibility intelligence — including the markets where you're strong at home and invisible abroad.
Included in every research engagementWhere a market is weak, we fix it for that market: local identity data, market-specific content, and presence on the sources AI reads in that country.
What to Fix First — Ranked by Business Impact
Every finding the research produced — citation gaps, technical faults, content problems, competitive weaknesses — connected into one picture instead of a pile of separate results. We rank them by how much visibility each one is costing you, so the order of the work is settled before anyone touches a page.
One ranked view of everything we found, highest impact first. No guesswork, no paralysis.
Included in every research engagementThe ranking is not a handover document. It is the order we work in, top item first, and it stays with us until the items are closed.
A Strategy Document Your Board Can Act On
Every data point, every AI response, every competitive gap — woven into a single executive document. Three sections tell your complete AI visibility story: where you stand today, what it means for your business, and the transformation path forward. Reads like it was written by your strategy consultant. Download as a standalone PDF.
Board-ready intelligence that turns complex AI data into clear business decisions.
Included in every research engagementA brief this specific is only worth having if someone acts on it. That someone is us — the priorities it names become the work we schedule.
From Finding to Fix
Every Other Report Ends Here. This Is Where We Start Working.
Where you want the work done, your findings become two roadmaps — a Technical Roadmap and a Brand Roadmap — and we execute them ourselves. Five disciplines, no carve-outs, nothing handed back as somebody else's job.
AI Can't Recommend a Site It Can't Read. That Gets Fixed First.
Structured data and schema, crawlability, robots and llms.txt, the machine-readable identity that tells a model who you are. This is where your Technical Roadmap comes from — every technical fix sequenced by how much visibility it moves, built from your own findings rather than a generic checklist. Where you grant access, we make the changes inside your systems ourselves.
A site AI can reach, parse, and identify — with the work done, not written up.
Your Pages, Rewritten for the Way AI Actually Reads
Page structure, answer-first ordering, and the entity signals that let a model quote you without guessing — applied to whichever pages the findings put in scope. The writing is ours to do. Where you'd prefer your own team to publish, you receive finished copy rather than a critique to interpret.
Pages AI can read, understand, and cite — still in your voice, not a template.
When AI Keeps Asking a Question Your Site Never Answers
Some gaps can't be repaired by editing, because there is no page where AI expects to find one. We write what's missing: the comparison, the explainer, the service or location page the prompts kept reaching for and your site never had. Researched from what the models asked, then written and published.
Content that exists because the research proved AI was looking for it.
AI Learns About You From the Rest of the Web. We Go and Change It.
What a model believes about you is assembled mostly from other people's websites — directories, review platforms, industry press, the communities it reads. Your Brand Roadmap sets out which of those need to carry your name, in what order, and why. Then comes the work itself: the outreach, the submissions, the listings, the material worth citing.
A footprint that teaches AI to connect your brand to the category you actually compete in.
When AI Has Your Business Wrong, Being Louder Doesn't Help
The wrong location, a service you dropped years ago, a name a model keeps confusing with someone else's. We correct the entity and knowledge-graph records AI learns from, and make your identity consistent everywhere it matters — one business, one story, wherever a model looks.
One accurate version of your business, everywhere AI looks. And if you'd rather take the research and act on it yourself, that's a complete engagement too — the repair is there when you want it.