Why this is not a prompt tracker
Prompt trackers count mentions. We measure the decision.
Dozens of tools fire a fixed set of prompts every day and count whether you appear. That is a thermometer: it says you have a fever and nothing about the cause. The cause is your body of evidence, everything a model finds about you and what it has made of that. We measure that, and then the answer and the conversation.
The measurement chain
Nine links. A prompt tracker measures one.
A recommendation follows from what a model finds about you. We measure that evidence, the answer and the conversation, and turn all of it into a plan.
- What you claimBrand Profile, PositioningWhat you prove yourselfWebsiteWhat others say about youNarrativeWhat your market is aboutTopic UniverseWhat the model makes of youReputationWhat the model looks upRetrievalYour evidencewhat the model finds about you, and what it makes of it
- The answerPrompt tracker: only thisVisibility, CitationsThe conversationConversationsThe outcomemeasured honestly, with a margin
- What to doAction PlanThe planby impact and effort
Mentioned, recommended and cited stay three numbers. A prompt tracker measures them once a day from a fixed set of prompts; we measure them repeatedly, with a margin, and before that everything that shapes them.
What a prompt tracker leaves out
Five things a prompt tracker cannot show you
The buying moments in your market
A tracker measures a fixed set of prompts. We measure the buying moments, topics and questions from your market, and that map decides what gets measured.
The margin on every number
One answer is a coin flip. We ask repeatedly and print the 95% band and a label next to every number, so you see whether a difference is real or noise.
Whole conversations
The decision rarely falls at the first question. Buyer archetypes talk to an assistant until they decide, and you see where you drop out and why.
What the model checks
The searches a model fires before it answers, including the checks against your own site, and whether your pages hold up.
What to do
An Action Plan by impact and effort, with per action which page or channel, why it matters and who picks it up.
Why this is not a prompt tracker
A prompt tracker / Recommendable
Cause or outcome
- A prompt tracker
- The outcome: whether you appear in the answer
- Recommendable
- Cause and outcome: your evidence, the answer and the conversation
Channels
- A prompt tracker
- AI answers only (GEO)
- Recommendable
- The AI assistants most deeply, plus your site, your market in Google and what reviews, forums and video say about you
What it measures
- A prompt tracker
- Whether you are mentioned in a fixed set of prompts
- Recommendable
- Whether you are recommended, on topics from your own market
Optimises for
- A prompt tracker
- Presence: being mentioned
- Recommendable
- Being recommended at the moment someone chooses
How often
- A prompt tracker
- One answer per prompt per day
- Recommendable
- Repeatedly, with a 95% band and a label on every number
How people ask
- A prompt tracker
- One prompt, first answer
- Recommendable
- Whole conversations with follow-ups, until the buyer decides
Memory or live
- A prompt tracker
- Pooled into one number
- Recommendable
- Kept apart, with the share of live answers where the model actually searched
What the model checks
- A prompt tracker
- The answer only
- Recommendable
- The queries the model fires before it answers, and whether your pages hold up
Context
- A prompt tracker
- Prompts generated from your website
- Recommendable
- Your brand profile: who you are, who you are up against, per product group
Who it is for
- A prompt tracker
- SEO specialists
- Recommendable
- The whole marketing team: brand, content, PR and tech
What you get
- A prompt tracker
- A dashboard
- Recommendable
- An action plan sorted by impact and effort, with an owner per action
We still count citations. They are an excellent outreach list. They are not the KPI.
“If all you do is track prompts, you measure the outcome and miss the problem.”
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