Category · AI Citation Index

Software Marketplace

Six consensus platforms—Capterra, Gartner, GetApp, SoftwareAdvice, and TrustRadius—command the software discovery landscape with shortlist rates between 18-40% and uniform model diversity scores of 4. This perfect model agreement signals these are established, non-controversial choices in procurement workflows. However, 0% prompt coverage exposes a critical insight: while buyers use these platforms during vendor research, they never organically surface in conversational recommendations, suggesting they function as necessary infrastructure rather than trusted advisors.

581 discovery queries · 41 head-to-heads · refreshed Jun 15, 2026

Discovery stage

The shortlist

Across 581 buyer-style "Software Marketplace" queries

0%4%7%11%14%Coverage — share of discovery prompts where the brand surfaces14%34%53%72%92%Engine diversity

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X = coverage across discovery prompts · Y = engine diversity · Bubble size = total mentions
Tracked acrossChatGPT,Gemini,Claude

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Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 6/100

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand0371013Evaluation prompts cited inmedian citation ratemedian exposure

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X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure
Median citation rate 6/100

Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.

Citation sources

Where AI pulls citations from

473 citations captured across Software Marketplace prompt runs.

Vendor pages

74

Product, help, and marketing pages from tracked vendors

Independent sources

105

Reviews, encyclopedias, forums, press — not vendor-owned

Buyer questions

What AI cites for top Software Marketplace questions

Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

Trust

Buyers checking credibility

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