Product · Measure

A rank tracker for the answer, not the ranking.

Attribufi runs 100+ prompts a week across five AI engines. Every prompt is sampled multiple times. Every metric ships with a confidence interval. Stop reporting single-shot screenshots.

Coverage

Five engines, one battery, one number.

Multi-engine sampling

ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews. Every prompt runs five to ten times per engine per week.

Confidence intervals on every metric

LLM outputs are noisy. Attribufi is the only AEO tool that attaches a confidence band to every share of voice, citation rate, and sentiment number.

Prominence weighting

A brand named first in a three-vendor answer weighs more than a footnote. Primary, secondary, and passing mentions are scored separately.

Citation graph capture

Every URL the model cites gets stored. See exactly which pages are pulling weight and which competitors are getting quoted.

Battery

Prompts, not keywords.

Attribufi ships a starter battery of 100 prompts covering category, comparison, feature-fit, and job-to-be-done questions. Freeze the battery for a quarter, version every change, and get a stable trend line you can report on. We walk through the design in our 100-prompt battery guide.