Prompt Tracking
Quick answer
Prompt tracking is running a fixed list of buying questions, the kind a real prospect would ask an AI assistant, through AI engines on a regular schedule and recording how the brand shows up in each answer. The list of prompts is the foundation: tracking the wrong questions measures the wrong thing no matter how often it runs.
Why it matters
An AI engine's answer to "best tool for X" can change week to week as it re-crawls sources and updates its own knowledge, so a single check only shows a snapshot of one moment. Tracking the same prompts repeatedly is what turns that snapshot into a trend a team can actually act on, like noticing a competitor just started appearing in an answer it wasn't part of last month, or dropped out of one it used to lead. Without that repetition, every check is disconnected from the last, and no real trend ever emerges.
How to measure it
Start from the real buying questions a brand's prospects ask, not a generic list pulled from a template, and run the same set through each relevant AI engine on a consistent schedule. Record which brands are named, in what order, and which sources get cited, so later checks show what changed rather than just what's true today in isolation.
Example
A password-manager company builds a list of twelve prompts a real buyer would ask, like "most secure password manager for small teams." Running them weekly shows a new competitor starting to appear in three of the twelve answers after a product launch, a shift the company would have missed entirely with a single one-off check run months earlier and never repeated.
Frequently asked questions
How many prompts should a brand track?
Enough to cover the real range of buying questions prospects ask, usually a handful to a few dozen. A long generic list is less useful than a short list of questions that actually match how buyers search.
How often should tracked prompts be run?
Weekly is a reasonable baseline for most brands. MarketHQ runs AI-visibility checks on a weekly schedule, which is frequent enough to show a real trend without chasing day-to-day variation in individual answers.
Should the prompt list ever change?
Yes. As buying questions shift or new competitors enter the conversation, the list should be revisited periodically rather than left fixed indefinitely without review, since a stale list eventually stops matching how buyers actually phrase their questions.
Can prompt tracking replace reading the actual AI answers?
No. Tracking tells a team when something changed; reading the actual answer still matters for understanding why, especially when a new competitor or an inaccurate claim shows up for the first time and needs a specific, considered response rather than a generic one.
Related terms
Related
MarketHQ tracks brand mentions across communities, news, blogs, social and AI answers, and turns them into gap analysis and action plans.