AI PRODUCT VISIBILITY

Being mentioned is not enough.The right product has to win.

Evidiam tests the questions buyers use to discover, compare, and select products, then shows which products appear, which competitors replace them, and which sources shape the decision.

Manufacturer product page27.2 AInstallation manual (PDF)15.7 A at 120 VDistributor listing27.2 A, stale copyAI answer“Rated 27.2 A,ruled out”The stale listing won.Evidiam traces which source shaped it.
THE BUYER JOURNEY

Visibility is more than a brand mention.

A manufacturer can appear in a broad category answer but still lose at the selection stage. Evidiam measures the questions that move a technical buyer toward a shortlist.

STAGEEXAMPLE BUYER QUESTIONWHAT WE MEASURE
DISCOVER

What products are suitable for this application?

Category presence and qualified inclusion
COMPARE

How does Model A compare with Model B?

Claim coverage and competitive framing
SELECT

Which model meets these exact requirements?

Recommendation fit and SKU selection
VERIFY

Is this product certified and compatible?

Accuracy, evidence, and citation quality
SOURCE

Where can I buy it and what is included?

Channel accuracy and commercial readiness
CITATION INTELLIGENCE

See the sources that earn the answer.

AI systems may retrieve the manufacturer's current page, an old PDF, a distributor listing, a competitor comparison, or no visible source at all. The source mix determines both accuracy risk and the remediation strategy.

AI ANSWERModel LX-2840
01Manufacturer pageCITED
02Dealer listingRETRIEVED
032023 PDFSTALE
04Competitor articleINFLUENTIAL
WHAT YOUR TEAM RECEIVES

A benchmark tied to specific products and questions.

Every aggregate score resolves into the underlying prompt, answer, competitor, citation, and product record.

01

Product appearance map

Where each product appears, is absent, or is replaced by a sibling or competitor.

02

Recommendation-share benchmark

How often your qualified products are selected relative to named competitors.

03

Citation and source graph

Which domains and documents are cited, retrieved, repeated, or missing.

04

Prioritized visibility opportunities

The source and content changes most likely to improve qualified inclusion.

FREE AI BUYER REVIEW

See the answer your buyers get.

Send your website. We test three real buyer questions and show where your company or products disappear, drift, or lose control of the source.

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