For most businesses, measure AI visibility at least quarterly. AI answers change as engines update and the web around you shifts, so a single reading goes stale. Fast-moving or competitive markets benefit from monthly checks. The key is a regular cadence against the same prompts, so you can see real movement rather than noise.
AI visibility is not fixed. The engines update their models and their live sources, your competitors publish, and the wider web around your category changes. An answer that named you in January may not name you in April. So measurement is not a one-time audit. It is a track you watch over time.
How often depends on how fast your surroundings move. A useful way to think about cadence:
| Cadence | Best for |
| Annual | Stable categories, a first formal baseline, smaller budgets that still want a yearly check |
| Bi-annual | Most established businesses wanting steady oversight without monthly effort |
| Quarterly | Competitive markets, active GEO programmes, brands making changes they want to verify |
Whatever cadence you choose, two things matter more than frequency. First, measure against the same prompts each time, or you are comparing different questions and the movement is meaningless. Second, measure across all three engines, ChatGPT, Google AI Overviews and Perplexity, because they move independently and an improvement in one may not show in another.
There is a practical floor here. Measuring less than once a year means you are effectively flying blind, because the gap between readings is long enough for the whole picture to change. Measuring far more often than monthly tends to surface noise rather than signal, because individual answers vary slightly run to run.
If you are doing active work to improve how AI engines cite you, you need a cadence that lets you verify the work. Make a change, wait, re-measure, see whether the answer moved. Without that loop you are guessing whether your effort did anything.
If you are not yet doing active work, you still want a baseline and a periodic check, so you notice if your position slips while a competitor invests. The cost of finding out a year late is far higher than the cost of a regular reading.
The right answer for you depends on your market and what you are changing. See the services for how the cadences map to different needs.
K&C offers measurement on a cadence to match your situation. The free Exec Brief is a one-off baseline to see where you stand. Beyond that, Annual, Bi-Annual and Quarterly cadences are bespoke priced, so you pick the rhythm that fits your market and your programme of work.
Each measurement runs the same prompts across ChatGPT, Google AI Overviews and Perplexity and scores you from 0 to 100, so every reading is comparable to the last. That is what turns a number into a trend you can act on, and what shows whether your score is moving from, say, Emerging towards Cited.
Start with a free Exec Brief, then choose a cadence once you have seen your baseline. The methodology explains how each reading is built.
Book an AVS Exec Brief: a real, one-off measurement of how ChatGPT, Google AI Overviews and Perplexity talk about your business right now. Same methodology as the full AI Visibility Strategy, delivered manually, free of charge. Annual, Bi-Annual and Quarterly cadences are bespoke priced.
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