Where you stand
Example Brand is visible—but rarely the first recommendation.
41% recommendation rate (110 of 270 judged answers recommended Example Brand) · ranked 2 of 4 brands measured.
What a Kovmere report looks like
Fictional example data shown to demonstrate the report format. Your report is generated from your own measured answers.
Six sections, one decision at a time
Summary · Competitive position · Buyer & engine gaps · Content & citation gaps · 30-day plan · Evidence
Who wins instead
Northwind is recommended 1.8× as often as Example Brand — 31 percentage points ahead on the same 270 judged answers.
Recommended in 270 judged answers · 5 of 5 engines measured.
Buyer questions, grouped ↓What to fix first
creator-guides.example is cited on 5 buyer questions you did not win and does not name Example Brand
5 buyer questions covered · https://creator-guides.example/how-to-get-paid-faster · 2 actions in the plan.
The action plan ↓Buyer questions, grouped the way buyers decide
Every question shows its category, outcome and how each engine answered.
Scroll for more →
| Buyer-decision category | Questions | Won | Partial | Lost |
|---|---|---|---|---|
| Fit for my situation | 4 | 1 | 1 | 2 |
| Comparison and switching | 3 | 0 | 1 | 2 |
| Problem-aware: what solves my problem | 4 | 2 | 1 | 1 |
| Category discovery: which providers exist | 3 | 1 | 1 | 1 |
| Constraints: pricing, terms and limits | 3 | 2 | 0 | 1 |
| Demand-driven: how buyers phrase it | 1 | 0 | 0 | 1 |
8 of 18 buyer questions never recommended Example Brand; 4 did on some repeats; 6 on every repeat. OpenAI recommends Example Brand in 48% of its 54 judged answers; Google AI Overviews in 33% of 54 — 1.5× apart.
The action plan: Now, Next, Later
Each action names the page, the buyer questions it reaches, the evidence behind it, the deliverable and the effort.
- 1Ask creator-guides.example to add Example Brand to its cited listMedium · 5 buyer questions · mostly fit for my situation · Medium effort · third-party visibility
- 2Ask reviews.example to add Example Brand to its cited listMedium · 5 buyer questions · mostly problem-aware: what solves my problem · Medium effort · third-party visibility
Labels on every action: Priority · Evidence strength · Opportunity size · Effort. Evidence support is explained inside Evidence strength; none of it is a forecast of movement.
What the reliability block states
- 20-question set: 18 buyer questions plus 2 branded controls · 5 engines · 3 repeats · 300 of 300 answers collected. Primary visibility figures use the 270 buyer-question answers; 30 branded-control answers are reported separately.
- Engines planned: OpenAI, Perplexity, Gemini, Google AI Overviews, Claude. An engine that cannot be sampled is printed “Not measured”, never as zero.
- Ranges are question-resampling sensitivity ranges (question-resampling percentile bootstrap), not 95% confidence intervals.
- 2 branded controls are measured and reported only in the Branded-control responses block; no primary figure includes them.
- Every figure is exported as HTML, PDF, CSV, JSON and Markdown from the same stored numbers.
Example data for a fictional business.
See why AI recommends competitors—and what to fix first.
Your report is generated from your own measured answers.