| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Billing and subscription management | Revenue operations | 60% | 1 of 54 | 17% | 65 | endorsed leader | ▲+2Since September 2026: 60% → 62%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Pricing optimization | Revenue operations | 0% | 72 of 76 | 100% | 1 | under 10 labels · led by Pricefx at 53% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Billing | 60% | 62% | ▲+2Since September 2026: 60% → 62%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 of 54, unchanged |
| Pricing optimization | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 72 of 76, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 0 | 3 | 0 | 5 |
| GPT-5.4 mini | 2 | 0 | 1 | 2 | 5 |
| Gemini 3.5 Flash | 3 | 2 | 0 | 1 | 6 |
| Perplexity Sonar | 1 | 1 | 0 | 1 | 3 |
| Grok 4.20 | 3 | 2 | 0 | 1 | 6 |
| Mistral Small | 1 | 0 | 2 | 0 | 3 |
| DeepSeek V4 Flash | 3 | 0 | 2 | 2 | 7 |
| Llama 4 Maverick | 2 | 0 | 1 | 0 | 3 |
| Qwen 3.7 Flash | 2 | 1 | 0 | 1 | 4 |
| Kimi K2 | 3 | 1 | 1 | 1 | 6 |
| GLM 4.7 FlashX | 2 | 2 | 1 | 0 | 5 |
| MiniMax M2.5 | 2 | 0 | 1 | 1 | 4 |
| GPT-6 Luna | 1 | 2 | 0 | 1 | 4 |
| Muse Glimmer 30B | 3 | 1 | 0 | 1 | 5 |
Verbatim evidence the judge attached to positive labels.
“Chargebee - Known for its flexible pricing, strong dunning, and revenue recognition capabilities, making it a good fit for mid-market SaaS companies.” Llama 4 Maverick · Billing · direct prompt · first choice
“Chargebee - offers a robust free tier (up to $50k in revenue) that supports essential features like automated invoicing and dunning management.” Llama 4 Maverick · Billing · budget prompt · first choice
“Chargebee | Flexible SaaS/subscriptions | $599/mo | Usage/hybrid pricing, 300+ integrations” Grok 4.20 · Billing · scale prompt · first choice
“For most mid-market B2B companies, Chargebee offers the best balance of features, pricing, and scalability.” MiniMax M2.5 · Billing · direct prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“many users report surprise fees ... making it expensive as you scale. Support inconsistencies and billing issues are frequently mentioned” DeepSeek V4 Flash · Pricing optimization · negative prompt · hard negative
“Chargebee — Highest number of recurring complaints ... the most consistent negative feedback across user review sites.” DeepSeek V4 Flash · Billing · negative prompt · hard negative
“This is one of the most commonly criticized platforms.” MiniMax M2.5 · Billing · negative prompt · hard negative
“Chargebee: Caution on Vendor Lock-In & Support ... Users should avoid this platform if they prioritize a smooth relationship lifecycle or easy customization.” Qwen 3.7 Flash · Billing · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 180 of the 190 answers that named Chargebee and are not a share of its labels.
543 of the 600 domain citations in answers naming Chargebee came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 677 | 10 | 2026-09-25 | ||
| Case study | 101 | undated | |||
| Podcast or video | 91 | 0 | 2025-10-08 | ||
| Report or ebook | 77 | undated | |||
| Glossary or explainer | 49 | 0 | 2021-04-29 | ||
| Comparison | 30 | 0 | 2025-10-25 | ||
| Conference or event | 23 | undated | |||
| Webinar or virtual event | 15 | undated | |||
| Template or tool | 6 | undated | |||
| News or press | 1 | undated |
As the event pages on chargebee.com state them, read September 28, 2026.
Every page chargebee.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
Fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · LinkedIn · Crunchbase
What Chargebee's own pages state, read September 28, 2026: chargebee.com, chargebee.com/pricing, chargebee.com/security, chargebee.com/features, chargebee.com/customers. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Chargebee's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Chargebee, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Chargebee by email, built from the raw record of the edition. It shows:
Every AI model in the set recommends Chargebee first in Billing and subscription management this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.