Mention and answer presence
How often your brand appears at all for each tracked prompt, and how that rate moves between cycles.
Visibility Monitoring Layer
The Enough Agency watches how ChatGPT, Gemini, Perplexity, Claude, Copilot and Google AI Overviews describe, cite and recommend your brand — on a fixed prompt set, sampled on a set cadence, so you read real movement instead of one lucky answer.
Bring your brand, category and the prompts your buyers actually ask AI. We define the prompt set, the engines and the reporting cadence on the strategy call.
Why Continuous, Not One-Time
One reading tells you what an engine said once. It does not tell you whether you are gaining, holding or being displaced. Tracking only means something when it is run repeatedly and compared over time.
The Enough Agency treats every answer as a distribution: a fixed prompt set, rerun on a set cadence, averaged with its variance. That separates real drift from noise, catches regressions when a model updates, and surfaces movement you can act on.
What We Watch
How often your brand appears at all for each tracked prompt, and how that rate moves between cycles.
How frequently you are cited and which pages, profiles and third-party references each engine pulls from in your category.
Your visibility measured against named competitors and the default brands an engine reaches for, including prompts where rivals appear and you do not.
Whether you are named first, listed mid-pack or buried, because early mentions carry most of the attention.
How each engine describes you, whether confident, hedged or cautioned, since the same brand can be framed differently across models.
Outdated claims, wrong descriptions and invented details, flagged the cycle they appear rather than at a quarterly review.
Each Cycle
Run the fixed prompt set across every tracked engine for the cycle.
Score presence, citations, position, framing and competitor share from the answers.
Set the cycle against prior runs to separate real drift from model noise.
Show what moved, why it moved and the next fix, in plain business terms.
How The Tracking Holds Up
Every prompt is sampled repeatedly and reported as a range with its variance, so you judge trends instead of a single lucky pull.
ChatGPT, Gemini, Perplexity, Claude, Copilot and AI Overviews cite and frame brands differently, so each is tracked separately rather than blended into a flattering average.
Numbers only mean something against rivals, so every signal is benchmarked versus competitors and category defaults, never read in isolation.
Visibility is connected to branded-search lift, referral traffic and conversions. A report that stops at “mentioned more often” is unfinished.
When the data shifts, The Enough Agency names the reason, whether a missing source, a weak entity or risky wording, and re-tests after the fix so progress is proven, not assumed.
Models change often. Sudden drops, new competitor entries and engine updates are caught early through alerting, not at the next quarterly review.