| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Invoicing software | Receivables and billing | 0% | 17 of 71 | 0% | 4 | under 10 labels · led by Zoho Invoice at 24% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Merchants of record | Receivables and billing | 0% | 44 of 45 | 75% | 4 | under 10 labels · led by Paddle at 28% | |
| Accounts receivable automation | Receivables and billing | 0% | 55 of 79 | 0% | 1 | under 10 labels · led by Upflow at 17% | newNew since September 2026: not ranked then, 0% now. |
| B2B payment acceptance | Receivables and billing | 0% | 36 of 94 | 0% | 1 | under 10 labels · led by Versapay at 19% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Invoicing software | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 21 → 17 of 71 |
| Merchants of record | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 44 of 45, unchanged |
| Accounts receivable auto | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 55 of 79, unchanged |
| B2B payment acceptance | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 36 of 94, 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 10 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 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 0 | 3 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 1 | 0 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |
Verbatim evidence the judge attached to positive labels.
“Best for Subscription & SaaS Businesses: Chargebee ... Choose Chargebee if you are a SaaS company charging monthly recurring revenue.” Qwen 3.7 Flash · Invoicing software · paraphrase prompt · alternative
“Best for Subscription, SaaS, or Usage-Based B2B Billing: Chargebee or Stripe Billing” Gemini 3.5 Flash · Invoicing software · paraphrase prompt · alternative
“Best for Complex, Subscription, or Usage-Based Billing: Chargebee or Stripe Billing” Gemini 3.5 Flash · Invoicing software · direct prompt · alternative
“If you're a SaaS/subscription business, Chargebee is purpose-built for your needs.” Kimi K2 · Invoicing software · direct prompt · alternative
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.
“Chargebee is a solid subscription billing engine. But it is billing software, not a payment processor and not a merchant of record.” Muse Glimmer 30B · Merchants of record · direct prompt · hard negative
“Avoid stacking separate tools (e.g., Stripe + Chargebee + Tax plugin)” Kimi K2 · Merchants of record · budget prompt · soft negative
“Chargebee often keeps tax liability on you unless paired” Grok 4.1 Fast · Merchants of record · direct 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 39 of the 41 answers that named Chargebee and are not a share of its labels.
Seventy-one of the seventy-seven 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.
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: