Subcategory · AI Citation Index
Who AI is citing in Feedback Management
G2 leads AI citations with an 81 evaluation score, but no brand commands shortlist queries—19 audited prompts yielded zero dominant mentions.
Brands tracked
83
Avg AEO score
64/100
Citation coverage
0%
of brands cited at least once
Dominant brands
0
cited > 50% of queries
Discovery stage
The shortlist
When buyers ask AI for the best Feedback Management software
No discovery-stage prompts have been scored against this category yet — once the shortlist cron runs, this section will surface which brands AI cites most.
Evaluation stage
The battleground
How brands fare on comparison queries · category median 0/100
G2 scores 81 on comparison queries (3 audits), tripling the next competitor. Productboard averages 39 (5 queries), Culture Amp 37 (5 queries), and Dovetail 28 (6 queries). Software Advice, Signpost, Birdeye, and Userecho all scored zero despite multiple audits each. Median evaluation score: 0.
Each brand's evaluation score averages how AI responds to head-to-head comparison queries that mention them. Above-median brands win their comparisons more often than they lose.
Trends
Over the last 12 months
Too few audits to establish a trend. March 2026 showed 55 avg score (9 prompts); April jumped to 65 (21 prompts). Culture Amp rose 20 points month-over-month; Signpost fell 7.
Editorial picks
Brands worth watching
G2
G2 dominates evaluation-stage citations with an 81 average score across comparison queries, outpacing all feedback-management vendors by a factor of two. Its 86 featured score confirms AI models treat it as the authoritative reference point in the category.
Read brand profile →Culture Amp
Culture Amp posted a 20-point gain from March to April 2026, the sharpest rise in the category. Its 37 evaluation score and 72 featured score position it as the fastest-moving vendor in AI citation momentum.
Read brand profile →Productboard
Productboard averages 39 across five comparison queries, second only to G2. Its 63 featured score reflects consistent mid-tier AI visibility, though it trails specialist competitors in head-to-head evaluations.
Read brand profile →Dovetail
Dovetail appeared in six comparison queries but averaged just 28, indicating AI models recognize the brand but rarely favor it in evaluations. Its 62 featured score shows broader awareness exceeds comparative strength.
Read brand profile →Birdeye
Birdeye scored zero across four comparison audits yet earned a 72 featured score, exposing a disconnect between general category visibility and head-to-head citation strength.
Read brand profile →FAQ
Feedback Management questions, answered
What is the best feedback management software?+
How does G2 compare to Productboard for feedback management?+
Which feedback management tool is gaining traction in AI citations?+
Why do some feedback tools score zero in AI comparisons?+
Is feedback management a mature category in AI citations?+
What explains Dovetail's low evaluation score despite high audit volume?+
Related
More in Customer Experience
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