# Evidiam AI Product Visibility and Citation Coverage

Evidiam measures whether a manufacturer's products appear in buyer-facing AI recommendations when they objectively qualify, which competitors appear instead, and which sources shape the answer.

## What is measured

- Qualified product inclusion and omission
- Recommendation position and share across repeated buyer journeys
- Competitor inclusion and displacement
- Manufacturer citation rate
- Distributor and third-party citation dependence
- Model-family confusion and source gaps

## Buyer journeys

Tests cover discovery, comparison, selection, verification, and sourcing questions. A visibility gap is not based on a single unexplained omission. The target product must first be verified against the buyer requirements, and the outcome must be material enough to affect the shortlist or purchase path.

## Improvement work

Depending on the evidence, Evidiam may recommend clearer product positioning, stronger use-case pages, machine-readable structured data, consistent model identity, current technical documents, better internal linking, corrected distributor content, and stronger first-party evidence for important claims.

Evidiam cannot control an AI provider or guarantee a ranking. It can improve the public information environment and measure whether the buyer-facing result changes.

Human-readable page: https://evidiam.com/ai-visibility