Category · AI Citation Index
Finance
The finance category demonstrates a paradox: high shortlist rates (Quickbooks 55%, builtforteams.com 53%, Netsuite 52%) and perfect model diversity (5/5 models agreeing on top brands) suggest confident recommendations, yet 0% prompt coverage means models never cite explicit user requirements when suggesting these tools. With 157 consensus brands but only 12 evaluated, AI appears to default to well-known solutions based on prior knowledge rather than matching capabilities to stated needs. This pattern indicates finance software recommendations may reflect brand familiarity over functional fit.
655 discovery queries · 669 head-to-heads · refreshed Jul 13, 2026
Discovery stage
The shortlist
Across 655 buyer-style "Finance" queries
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Signal by intent
By topic
Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.
Evaluation stage
Head-to-head
How often AI cites each brand across uniform category evaluation prompts · median 8/100
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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.
Brands to know
In this category
builtforteams.com
Leads shortlist rate at 53% with perfect model diversity despite unclear brand recognition, suggesting strong training data presence.
Read brand profile →Quickbooks
Achieves 55% shortlist rate with 4/5 model diversity, reflecting its dominant position in small business accounting.
Read brand profile →Netsuite
Ties builtforteams.com at 52% shortlist rate with maximum model consensus, indicating universal recognition as enterprise ERP standard.
Read brand profile →Citation sources
Where AI pulls citations from
1000 citations captured across Finance prompt runs.
Vendor pages
184Product, help, and marketing pages from tracked vendors
Independent sources
175Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Finance questions
Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.
Discovery
Buyers exploring the categoryEvaluation
Buyers comparing optionsDrill down
Subcategories
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