1,840 tracked prompts · 38 categories · 6 competitor brands · re-run every 6 hours
10-week share of AI voice on ChatGPT — you against the category leader
Who owns the answers in your category
How often AI answers changed for your prompts, by hour · today
Answers rewrite most between 1pm and 3pm local time, right after major publishers push updates. A page shipped in the morning gets picked up the same afternoon.
Ranked by estimated annual traffic value at risk or available
Answers that changed in the last hour
Prompt coverage and re-run cadence
Every prompt is asked as a real user would ask it, from a clean session in the selected market — not through a keyword tool.
Highest-volume prompts on ChatGPT where a competitor is cited and you are not
| Prompt | Engine | Monthly runs | Cited instead | Est. value (USD) | Status |
|---|
ChatGPT · specialty coffee · United States
| # | Brand | Share of AI voice | Prompts won | Sentiment | 10-wk |
|---|
Pages pulled into citing answers on ChatGPT
| Source | Type | Citations |
|---|
Where you land inside the answer, across 1,840 prompts
Attributes attached to your brand across 640 citing answers
Across all 5 engines · prompts where your citation rate rose most
| Prompt | Engine | Was → Now | Change |
|---|---|---|---|
| best coffee for cold brew at home | ChatGPT | 4% → 71% | +67% |
| coffee subscription cancel anytime | AI Overviews | 11% → 68% | +57% |
| how fresh should coffee beans be | Perplexity | 18% → 64% | +46% |
| best dark roast espresso beans | ChatGPT | 42% → 84% | +42% |
| specialty coffee vs supermarket coffee | Gemini | 9% → 47% | +38% |
| coffee brands that publish roast dates | Copilot | 21% → 56% | +35% |
Five of six gains trace back to a single page: the roast guide published in week 3.
Across all 5 engines · prompts where competitors displaced you
| Prompt | Engine | Was → Now | Change |
|---|---|---|---|
| most sustainable coffee brands | Gemini | 58% → 12% | −46% |
| best value coffee subscription | Perplexity | 44% → 9% | −35% |
| coffee delivery speed comparison | ChatGPT | 39% → 8% | −31% |
| organic certified coffee brands | AI Overviews | 36% → 11% | −25% |
| coffee for milk-based drinks | Gemini | 31% → 14% | −17% |
| beginner coffee starter kit | Copilot | 27% → 13% | −14% |
Four of six drops are on sustainability and delivery prompts — both areas where your site has no dedicated page and competitors do.
Built on live answer collection, not keyword estimates
4 brands trading positions across 61 prompts in 9 days. Kettle & Co published 3 new pages this week; expect them to hold for another 10 days.
You dropped out entirely. All three competitors now have certification pages with structured data; you have a blog post from 2024.
You lead. Brewhaus published a competing guide 6 days ago and has moved from position 6 to position 3.
Your blog archive scores 18 — AI engines almost never pull from it. That is 240 pages of content producing no visibility at all.
The brand you need to displace · tracked on ChatGPT
What the data says to do about it
This is specialty coffee — a single example. Actowiz tracks 5 AI engines × 38 categories × 4 markets, re-running every prompt as a real user would ask it. We build custom AI visibility dashboards in under 7 days.
How much AI visibility is worth to your brand · based on 40 Actowiz client benchmarks
Based on average outcomes from 40 Actowiz AI visibility clients · 2025–2026
How a D2C brand went from invisible to cited in 5 months
The brand's marketing team could see organic traffic falling and had no explanation. Rankings were stable; clicks were not. Actowiz ran their category through five AI engines and found the answer in a week: on 1,400 buying-intent prompts, three competitors were named and they were not. Their product pages were unreadable to AI crawlers, and their most-cited source was a two-year-old Reddit thread complaining about shipping. We rebuilt eleven pages, added structured data, and tracked every prompt daily. By June they held first position on 214 prompts.
The most comprehensive AI search study on record — covering ChatGPT, Perplexity, Gemini, Copilot and Google AI Overviews across 38 categories and 4 markets. Built from 8 months of Actowiz live answer tracking.
Everything brand teams ask before going live with Actowiz
We ask the real engines. Every prompt is submitted as a user would submit it, from a clean session in the target market, and the full answer is captured and parsed — brand mentions, position within the answer, sentiment, and every source cited. Nothing is modelled or estimated from keyword data.
We build the prompt set with you in week one. It starts from how your buyers actually ask — support tickets, sales call transcripts, site search, and existing search queries — then expands to comparison prompts, problem-first prompts, and competitor-named prompts. A typical client tracks 1,500 to 2,500 prompts. You can add or remove prompts at any time.
ChatGPT and Google AI Overviews every 6 hours, Perplexity every 8 hours, Gemini every 12 hours, Copilot daily. Priority prompts you flag can be re-run hourly. Answers genuinely change through the day, so a weekly snapshot misses most of what happens.
It is the percentage of tracked prompts where your brand is named in the answer. We report it per engine and combined, alongside citation rank (your position among brands named) and citation share (your portion of all brand mentions in the category). All three are shown because a brand can be mentioned often but always last.
Both. You get the live dashboard, a REST API for your own warehouse, daily CSV or Parquet exports to S3 or GCS, and Slack or email alerts when a competitor displaces you on a prompt you own. Full answer text is included, so your team can read exactly what the engine said.
Yes, and most clients do. A typical setup tracks your brand plus five to ten competitors across the same prompt set, which is what makes the gap report useful — you see not just that you were absent, but who was named instead and which of their pages was cited.
Tell us your category and your competitors. We will run 200 prompts across all five engines and send back a working sample dashboard — free, no commitment.
Response time under 4 hours · Mon–Sat · +1 424 377 7584 (USA) · +91 88666 56657 (India)
Tell us your category, target cities, and what you're trying to win — we'll send back a working sample dashboard within 48 hours, fully customized to your SKUs and competitors.