Category · AI Citation Index

Software Marketplace

The software marketplace category demonstrates mature brand awareness with 31 consensus brands and 12 under active evaluation, yet 0% prompt coverage exposes a critical gap: AI models have no inherent knowledge of platforms that facilitate B2B software discovery. Capterra leads shortlist consideration at 40%, followed by Gartner at 34% and GetApp at 29%, while all top brands show maximum model diversity (4), indicating fragmented but consistent cross-model recognition. The stark absence of prompt coverage suggests these platforms exist outside typical AI training contexts, despite their central role in software procurement workflows.

581 discovery queries · 68 head-to-heads · refreshed Aug 9, 2026

Discovery stage

The shortlist

Across 581 buyer-style "Software Marketplace" queries

0%11%23%34%46%Coverage — share of discovery prompts where the brand surfaces14%34%54%74%95%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 4/100

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 4/100

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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