Retests
Recurring prompt retests
Your buyer-intent prompt set is re-run on the same engines each month so visibility is tracked on a consistent baseline — not a one-off snapshot.
Defend your position
AI Visibility Monitoring
Catch competitor moves and answer drift early. Recurring prompt retests, competitor deltas, source-change tracking, and an action plan. From $1,500/mo.
Evidence-first. Capped scope, comparable retests, no ranking guarantees.
AI visibility monitoring re-tests your buyer-intent prompts on the same engines every month, so you can see how your mentions, recommendation share, and competitors' positions move over time.
A Snapshot proves whether there is signal. Monitoring is for teams that need the larger prompt set re-run on a consistent baseline so drift shows up as a measured delta, not a surprise in next quarter's pipeline.
Every monthly cycle ends with a short, prioritized action plan: the moves that matter this month, ready to hand to your team or to a Sprint.
What a month-over-month view looks like.
Illustrative figures for "AI sales assistants for seed-stage SaaS." Every metric is shown as numerator / denominator.
15 / 40
recommendation share this month, up from 12 / 40 prompts last month
+3
prompts where you moved from omitted to recommended across 3 engines
2 / 5
named competitors lost recommendation share vs last month
4
new sources AI engines began citing for your category this month
Illustrative sample, not a guarantee. Real deltas depend on your category and competitor activity. Methodology in the methodology.
What lands in your monthly cycle.
Six recurring deliverables, all measured against a fixed baseline.
Deltas
Competitor visibility deltas
Month-over-month movement for each named competitor: where they gained recommendations, where you did, and which engine drove the change.
Sources
Citation & source change tracking
New sources AI engines start citing for your category, and ones that drop off — including pages your competitors newly own.
Alerts
Misrepresentation alerts
We flag major answer changes and misrepresentation so you can respond before the next quarter.
Plan
Prioritized action queue
A short, prioritized list of the moves that matter this month — sequenced by impact and effort, ready to hand to your team or a Sprint.
Add-on
Dashboard access as a separate beta
If the roadmap needs software access, the dashboard-only beta is kept separate from managed monitoring so analyst review stays explicit.
Scope
Capped so the trend stays honest.
Monitoring re-runs a capped, consistent prompt and competitor set. Same baseline, comparable months — that's what makes a delta meaningful.
Dashboard-only beta pathWhat monitoring does not promise
- Prompts, competitors, regions, and workspaces are capped
- No guaranteed inclusion or ranking
- Monitoring is analyst-led, not done-for-you implementation
- Pairs with a completed Snapshot or fixed baseline
Evidence-first. No AI ranking guarantees.
We measure visibility month over month and report what changed — gained or lost — with the captured evidence behind it. We do not promise inclusion or rankings in AI answers, and we won't sell you a capped retest dressed up as a guarantee.
Monitoring questions, answered straight.
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AI Visibility Monitoring starts at $1,500/mo. Prompt and competitor counts are capped so retests stay comparable month to month. It can follow a completed Snapshot or monitoring baseline, which sets the comparison point everything is measured against.
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The Snapshot is a small one-time diagnostic. Monitoring re-runs a larger prompt set every month so you catch competitor moves and answer drift early, with deltas measured against a fixed baseline. Think proof point vs. ongoing defense.
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The dashboard is a separate beta path, not bundled into managed Monitoring. Until it's ready, your monthly retest, alerts, and action queue are delivered as a report. We won't bill you for software you can't use yet.
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No. We measure month over month and report what actually changed — visibility gained or lost, as numerator / denominator. Deltas depend on your category, competitor moves, and engine changes outside anyone's control.
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Monitoring is measurement and an action plan by default. If you want the changes built, add a Sprint or a content-ops retainer — kept separate so the monitoring measurement stays unbiased.
Defend the visibility you've built.
Monitoring follows a Snapshot or fixed baseline. Tell us your category and we'll set up monthly retests, alerts, and a prioritized action queue. From $1,500/mo.