Subcategory · AI Citation Index
FP&A
The FP&A software market exhibits mature vendor consensus with 63 brands recognized and 12 actively evaluated, yet remarkably tight competitive clustering at the top. Anaplan edges ahead at 68% shortlist rate, but Planful and Workday Adaptive Planning trail by just 3 points—all three achieving maximum model diversity scores of 5, indicating broad AI model agreement on their positioning. Mid-tier challengers Cube, Pigment, and Board (55-59% shortlist rates) demonstrate viable alternatives, while the 15-point spread between leaders and the eighth-ranked vendor (Datarails at 49%) suggests a two-tier market structure where top platforms have achieved clear separation from the broader field.
179 discovery queries · 281 head-to-heads · refreshed Oct 22, 2026
Discovery stage
The shortlist
Across 179 buyer-style "FP&A" 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 6/100
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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.
Trends
Over the last 12 months
Brands to know
In this category
Anaplan
Leads at 68% shortlist rate with maximum model diversity, indicating strongest consensus as category standard-bearer for connected planning platforms.
Read brand profile →Planful
Ties Workday Adaptive at 65% shortlist rate, positioning as co-leader in the tightly clustered top tier with full model agreement.
Read brand profile →Cube
Reaches 59% shortlist rate as mid-tier challenger, suggesting growing traction as modern alternative to legacy enterprise platforms.
Read brand profile →Citation sources
Where AI pulls citations from
660 citations captured across FP&A prompt runs.
Vendor pages
319Product, help, and marketing pages from tracked vendors
Independent sources
199Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top FP&A 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
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