Which AI models do you track?

We measure the models your potential customers actually use. We can track all the leading assistants (ChatGPT, Gemini, Claude, Perplexity and Google AI Overviews) and pick the ones that matter most for your market.

How do you know a change is real?

Every number for your visibility has a margin of error, and we only flag a change once it holds up across several weeks. We don't react to one-day swings.

Which model version do you measure, exactly?

Named model versions on every data point. An unnamed model can be swapped for a cheaper one tomorrow without your trend line ever telling you, so we put the exact version on the record.

Real web search, or from the model's memory?

Real web search, asked from your country and in your language. An AI that searches cites live pages the way your buyers see them; memory cites almost nothing. Every answer is stored in the EU for two years, and your team can read the raw answers.

How fast can we get started?

Once we've agreed scope, a new workspace is live and collecting data within a day.

AI Visibility Engine

Do you know what AI says about your brand?

Your customers ask ChatGPT and Gemini before they ask you. We measure your AI visibility every day: who gets named, cited and recommended in the answers. And we turn it into a plan you can act on.

Book a walkthrough →

0%of the time, the AI's top pick becomes the buyer's top pick.Source: Growth Memo, AI Mode user study, April 2026.

By Dear Future · ChatGPT, Gemini and other assistants · Updated daily

01 · Know

See the answer your customers see.

The buyer's question

“What are the best wireless earbuds right now?”

The assistant's answer

For wireless earbuds, most people are pointed to your brand¹, though a competitor² is also frequently recommended for its sound quality.

We detect who is named, who is cited (linked), in what order, and in what tone, across many answers every week.

The baseline, in motion

Day 1 of 10Illustrative example

QuestionNamedCitedTone

What are the best wireless earbuds right now?+
Best noise-cancelling earbuds for commuting?·
Which earbuds have the best battery life?–
Best earbuds for running and workouts?–
Good budget wireless earbuds?−
Wireless earbuds with the best microphone?−
Are premium earbuds worth the price?+
Best earbuds for small ears?–
Which earbuds are the most durable?·
What should good earbuds cost?–

Share of voice today30%

Ten of the questions the guides ask. Every answer, every day, is scored on the same three signals, and the sum across all of them is your share of voice. Tone: + positive, · neutral, − negative.

Measured across the assistants your customers actually use

ChatGPT

Gemini

Claude

Mistral

DeepSeek

AI Overviews

Perplexity

02 · Analyze

Your market is a theme park.

The park has themed lands: the topics your buyers ask about. Every day we send a tour train through the whole park with specialist guides aboard. They note who is on the billboards, who gets recommended, and where the tour actually stops.

The park rebuilds itself overnight: models update and the route moves. One audit is a photo. Daily is a time-lapse.

Your share of voice is how much of the tour is about you.

The story, decoded

The park → Your market, as the AI sees itThemed lands → The topics buyers ask aboutThe daily tour → The audit, run every dayThe guides → Your baseline prompts: the buyer questions in your categoryA task force → Your custom prompts, focused on one landRails re-laid overnight → The models change constantlyGuides read the live park → Real web search, not memoryYour share of the tour → Your Share of VoiceYour park ranger → Ask your data, in plain language

What the guides report, every day

Share of Voice

Your brand's slice of the AI conversation versus the market, tracked over time.

Citations & sources

Which of your pages the assistant links to, and which competitors' pages win the answer when yours don't.

Mentions & tone

Whether your brand is named, in what order, and how it's talked about: positive, neutral, or negative.

Gaps & opportunities

The places where a competitor gets recommended and your brand isn't named, your highest-leverage places to act.

Share of voice, last 8 weeks

Illustrative example

YouCompetitornormal variation

You climbed from 22% to 38% share of voice, and passed the competitor in week 8.

Aggregated weekly. The shaded band is the range of normal variation: a move only counts as real when it clears the band, not when the daily number varies.

03 · Act

A dashboard tells you where you stand. Your roadmap moves you.

Every gap the tour finds is scored by how likely acting on it is to move your visibility, and your roadmap is sorted by that probability. You always start at the top.

Your roadmap, ranked

1
Own the “best wireless earbuds” prompt cluster
High · 92%+3.1pp SoV2/7 tasks
2
Reclaim citations on 6 product-comparison pages
High · 84%+2.4pp SoV0/5 tasks
3
Close the gap vs a competitor on “budget pick”
Medium · 61%+1.2pp SoV0/4 tasks

Ranked by win-likelihood times estimated impact. Illustrative example.

And your park ranger is on call: ask about your data in plain language, inside ChatGPT or Claude, and the answer comes with the numbers behind it.

Where am I losing to a competitor this week?

AI Visibility Engine

You're behind on 4 commercial-intent prompts about wireless earbuds. Your share of voice there is 18% (±5pp) versus their 41%, a gap that's held up for several weeks, not a one-week blip. Highest-probability fix: a comparison page targeting that cluster.

The method

We ask a broad, neutral sample of the questions your buyers could ask, and read the answers the way they do. We never write questions that flatter you.

Every number shows its uncertainty, and a change only counts once it holds over several weeks. What we measure is also called LLM SEO, AI SEO or GEO.

Read the full methodology →

FAQ

Questions we get a lot.

SEO is about ranking high in the search results. AI visibility is about the assistant naming and recommending you in the answer itself, including Google's AI Overviews. They overlap, but they're not the same, and increasingly the AI answer is the first thing your buyer sees.

Packages

Scoped to your brand, your competitors, your category.

Standard

The whole product in one subscription: your domain measured against your chosen competitors in the leading AI assistants, every morning, fully hands-off.

120 baseline prompts, designed like a market survey: a balanced sample of your category's buyer questions across intents and topics, not a keyword list
Up to 50 custom prompts: same principle, pointed where you want more visibility, and turned into control groups you can act on
One workspace: your domain tracked against the competitors you choose, on every citation, mention and Share of Voice score
The newest fast models from Gemini and ChatGPT: when either is upgraded, your audit moves to the new version within one month
Grounded web search on every question, so the answers mirror what real buyers are shown
Automatic weekly report: what moved and what it means, straight to your inbox
User seats: unlimited
Category exclusivity: we won't onboard a direct competitor
MCP: ask your data questions in plain language inside your own AI assistant, and turn the answers into action
Roadmap: your own working plan inside the MCP, with 10 live opportunities and up to 100 tasks each, turning visibility data into concrete steps

Advanced

Everything in Standard, with more of it. A custom package, scoped around what you want to see:

More AI assistants, or the specific ones that matter in your market
More baseline prompts, for deeper coverage of your category
More custom prompts, to chase more of the opportunities you find
More competitors, as the market you fight in widens
More workspaces, for new markets, languages or business segments

How pricing works

No fixed price. A conversation.

You pay for the scope you choose: the more assistants, prompts, competitors and workspaces you add, the higher the subscription and the setup. Nothing to re-buy, and it all lands in the same dashboard.

Advisory

Quoted separately by scope

Monthly review

What moved, what to prioritise, what to brief next.

Content gap analysis

Map citation gaps to specific pages and content briefs.

Competitive framing

Understand why a competitor gets cited and you don't.

MCP is the plug that connects your AI assistant directly to your numbers. Read what MCP is.

Ready to see how AI talks about your brand?Talk to us →

Ready

See what AI says about your brand, before your competitor does.

Book a 30-minute walkthrough. We'll show you exactly where you stand in the eyes of AI, and what to do next.

Book a walkthrough →

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