Subcategory · AI Citation Index
Subscription Management
Chargebee, Stripe Billing, and Recurly hold the shortlist; HubSpot Commerce Hub scores highest at 78, Paddle dropped 35 points.
163 discovery queries · 267 head-to-heads · refreshed Oct 20, 2026
Discovery stage
The shortlist
Across 163 buyer-style "Subscription Management" queries
Chargebee leads shortlist appearances (111 of 163 prompts, 68.1% rate), edging out Stripe Billing (110, 67.5%) and Recurly (109, 66.9%). All three plus Zuora achieve 100% model diversity across the four tested LLMs. Paddle and Maxio trail at 55% and 54.6% shortlist rates despite appearing in 90 and 89 prompts respectively.
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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 4/100
Four brands — Chargebee, Recurly, Stripe Billing, Zuora — tie at 50 in head-to-head evaluation queries (28 comparisons each). Maxio, Paddle, and Netsuite score 48 (27 comparisons). Median category evaluation score sits at 4, well below the leaders, indicating a top-heavy field where most vendors lag in direct comparisons.
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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
Category average score swung from 74 in July 2026 (6-prompt sample) to 21 in October (8 prompts). Recurly gained 5 points momentum; Paddle fell 35. Small sample sizes (6–19 prompts monthly) make trend extrapolation premature.
Brands to know
In this category
HubSpot Commerce Hub
Top unCited score at 78 despite no shortlist data in the top-10. Signals strong evaluation performance or recent momentum not yet reflected in broader prompt coverage.
Read brand profile →Stripe Billing
Scores 72 with 67.5% shortlist rate and 50 evaluation average. Appears twice in top shortlist (likely data artifact), confirming near-universal LLM consensus for payment-adjacent billing.
Read brand profile →Chargebee
Highest shortlist rate (68.1%) and 389 total mentions. Ties for 50 in evaluations. Pure-play subscription positioning drives consistent AI recommendations.
Read brand profile →Recurly
66.9% shortlist rate, 50 evaluation score, and rising 5 points in trends. Holds ground against Stripe and Chargebee in head-to-head comparisons.
Read brand profile →Zuora
61.3% shortlist rate with 100% model diversity. 50 evaluation score (28 comparisons) places it level with Chargebee and Recurly in direct buyer queries.
Read brand profile →Citation sources
Where AI pulls citations from
639 citations captured across Subscription Management prompt runs.
Vendor pages
258Product, help, and marketing pages from tracked vendors
Independent sources
276Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Subscription Management 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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