Billing and subscription management for small business buyers
Asked as “subscription billing platform”, and as “recurring billing and subscription management tool”, on behalf of a small B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
48%
Clear leader
48Stripe Billing26Chargebee08Zoho Billing18others
48% of first choices, clear leader.
Since October 2026▲+3Since October 2026: 45% → 48%, +3 points. Inside the 11-point floor: within noise.Stripe Billing held the lead, +3 points on 45%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Stripe Billing48%Clear leader▲+3Since October 2026: 45% → 48%, +3 points. Inside the 11-point floor: within noise.This pageMid-market
Chargebee57%Clear leader▼−3Since October 2026: 60% → 57%, −3 points. Inside the 11-point floor: within noise.Standing →Enterprise
Zuora67%Clear leader▲+12Since October 2026: 55% → 67%, +12 points. Past the 11-point floor: movement.Standing →
Stripe Billing48%Clear leader▲+3Since October 2026: 45% → 48%, +3 points. Inside the 11-point floor: within noise.This pageMid-marketChargebee57%Clear leader▼−3Since October 2026: 60% → 57%, −3 points. Inside the 11-point floor: within noise.Standing →EnterpriseZuora67%Clear leader▲+12Since October 2026: 55% → 67%, +12 points. Past the 11-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Stripe Billing48%8%73endorsed leader▲+3Since October 2026: 45% → 48%, +3 points. Inside the 11-point floor: within noise.45% → 48%
Stripe Billing48%8%73endorsed leader▲+3Since October 2026: 45% → 48%, +3 points. Inside the 11-point floor: within noise.45% → 48%02Chargebee26%23%74accepted challenger▲+13Since October 2026: 13% → 26%, +13 points. Past the 11-point floor: movement.13% → 26%
Chargebee26%23%74accepted challenger▲+13Since October 2026: 13% → 26%, +13 points. Past the 11-point floor: movement.13% → 26%03
Zoho Billing8%5%41accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%
Zoho Billing8%5%41accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%04
Recurly2%26%47criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Recurly2%26%47criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%05
Maxio2%31%35criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Maxio2%31%35criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the four products at 0%, ordered by negative rate
09Zuora0%70%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Zuora0%70%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Lemon Squeezy0%10%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Lemon Squeezy0%10%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%06
Paddle0%9%46accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
Paddle0%9%46accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%07
Whop0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Whop0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All ten head-to-head pages: the top five products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Stripe Billing48%
Stripe Billing48%02Chargebee26%
Chargebee26%03Zoho Billing8%
Zoho Billing8%04Recurly2%
Recurly2%05Maxio2%
Maxio2%06Paddle0%
Paddle0%07Whop0%
Whop0%08Lemon Squeezy0%
Lemon Squeezy0%09Zuora0%
Zuora0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Chargebee23%
17 of 74 labels negative · 12 of 14 models · 4 hard negative
“older "enterprise" billing stacks (e.g., Chargebee's on-prem or large, complex implementations) often carry high setup and maintenance costs” GLM 4.7 FlashX, negative prompt
Zuora70%
16 of 23 labels negative · 9 of 14 models · 11 hard negative
“Often excessive for a small business with straightforward subscriptions. It is designed for complex enterprise billing and can involve long, costly implementations.” Perplexity Sonar, negative prompt
Recurly26%
12 of 47 labels negative · 7 of 14 models · 2 hard negative
“Avoid enterprise platforms such as Zuora or Recurly until billing complexity or revenue justifies them.” Perplexity Sonar, budget prompt
Maxio31%
11 of 35 labels negative · 6 of 14 models · 3 hard negative
“avoid platforms with heavy monthly base costs (such as Maxio/Chargify or Chargebee's mid-tier plans, which jump to $500+/month)” Gemini 3.5 Flash, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 848 links across 198 sites, every framing counted. Ranked by the number of answers carrying the site or page. 20 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
44 answers · 81 citations · 13 models
vendor site · Albato33 answers · 33 citations · 10 models
vendor site · Whop28 answers · 30 citations · 11 models
vendor site · Chargebee20 answers · 33 citations · 7 models
vendor site · Rework20 answers · 25 citations · 8 models
vendor site · Younium19 answers · 21 citations · 11 models
vendor site · Stripe17 answers · 30 citations · 7 models
17 answers · 17 citations · 8 models
vendor site · Creem16 answers · 20 citations · 9 models
16 answers · 17 citations · 8 models
vendor site · Solvimon15 answers · 16 citations · 8 models
vendor site · Recurly14 answers · 18 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
33 answers · 10 models
25 answers · 10 models
22 answers · 9 models
19 answers · 11 models
17 answers · 8 models
17 answers · 7 models
13 answers · 8 models
12 answers · 8 models
12 answers · 7 models
11 answers · 5 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best subscription billing platform”, “subscription billing platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Stripe stripe.com Stripe Billing 48%, Stripe 0% | 48% | 170 | 823,000 | 102,741 | 3,226,782 | $3,621 | 102 | 1 |
| Chargebee chargebee.com | 26% | 198 | 5,400 | 140 | 69,891 | $1,889 | 82 | 7 |
| Zoho parent site Zoho Billing 8%, Zoho Invoice 2% | 10% | 60 | 18,100 | 29 | ||||
| Recurly recurly.com | 2% | 132 | 3,600 | 105 | 22,718 | $12,207 | 17 | 2 |
| Maxio maxio.com | 2% | 112 | 2,400 | 49 | 32,891 | $518 | 59 | |
| Younium younium.com | 2% | 16 | 110 | 0 | 1,700 | 11 | ||
| Invoice Ninja | 2% | 4,400 | 55 | |||||
| MoonClerk moonclerk.com | 2% | 1 | ||||||
| Pabbly Subscription Billing pabbly.com | 2% | 4 | 3,588 | 1 | ||||
| Wave wave.video | 2% | 47 | 368,000 | 253,218 | 54,926 | 1 |
Google's top ten for the two searches hold 16 sites; 3 of them are among the sites the models cited here (chargebee.com, recurly.com, stripe.com). The first result for “best subscription billing platform” is salesforce.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best subscription billing platform for a small B2B company?”Paraphrase“Which recurring billing and subscription management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top subscription billing platforms for a small team and how do they differ?”Budget-constrained“What is the best subscription billing platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a subscription billing platform. What should we look at?”Negative“Which subscription billing platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceYouniumChangedZoho BillingWaveno first choicenothing named
Three alternatives
Recurly, Zenskar, Zoho BillingFour alternatives
Chargebee, Paddle, Recurly, Stripe BillingTwo alternatives
Chargebee, Zoho BillingGPT-5.4 miniStripe BillingChargebeeChangedagainst: PaddleStripe BillingStripe Billingno first choicenothing named
One alternative
ChargebeeThree alternatives
Maxio, Recurly, Stripe BillingThree alternatives
Chargebee, Paddle, RecurlyOne alternative
Zoho BillingGemini 3.5 FlashStripe BillingChargebeeChangedno first choiceStripe Billingagainst: Chargify, Maxiono first choiceagainst: Maxioagainst: Authorize.Net ARB, Chargebee, FastSpring, Maxio, Paddle, PayPal Subscriptions, Recurly, Zuora
Three alternatives
Chargebee, Maxio, PaddleFour alternatives
Paddle, QuickBooks Online, Stripe Billing, XeroFive alternatives
Chargebee, Lemon Squeezy, Paddle, Stripe Billing, Zoho BillingSeven alternatives
Chargebee, Helcim, Lemon Squeezy, Paddle, Square Invoices, Zoho Billing, Zoho InvoiceFour alternatives
Chargebee, Paddle, Recurly, Stripe BillingPerplexity SonarStripe BillingStripe BillingHeldStripe Billingagainst: MaxioStripe Billingagainst: Recurly, Zuorano first choiceagainst: Chargebee, Lemon Squeezy, Paddle, Recurly, Stripe Billing, Zuora
Four alternatives
Bunny, Chargebee, Maxio, PaddleFive alternatives
Chargebee, Paddle, Recurly, Younium, Zoho BillingFour alternatives
Chargebee, Lemon Squeezy, Paddle, RecurlyTwo alternatives
Paddle, Zoho BillingGrok 4.20Stripe Billingagainst: HubSpot Commerce Hub, Zoho Billing, ZuoraZoho BillingChangedagainst: Maxio, Recurly, ZuoraStripe Billingagainst: Chargebee, Gumroad, Maxio, Shopify, ZuoraPabbly Subscription Billing, Stripe Billingagainst: Chargebee, FreshBooks, Maxio, Recurly, ZuoraStripe Billingagainst: Oracle Subscription Management, Zuoraagainst: BILL, Chargebee, Maxio, Ordergroove, Recharge, Recurly, Vend by Lightspeed, Zuora
Three alternatives
Chargebee, Maxio, RecurlyTwo alternatives
Chargebee, StripeThree alternatives
Lemon Squeezy, Paddle, RecurlyTwo alternatives
Wave, Zoho BillingTwo alternatives
Chargebee, RecurlyMistral SmallStripe BillingChargebeeChangedStripe BillingStripe Billingagainst: Chargebeeno first choiceagainst: Maxio, Stripe Billing, Zuora
One alternative
ChargebeeThree alternatives
Maxio, Stripe Billing, YouniumSix alternatives
Chargebee, FreshBooks, Maxio, Paddle, RevenueCat, Zoho BillingTwo alternatives
RevenueCat, Zoho BillingDeepSeek V4 FlashStripe Billing, Zoho BillingStripe BillingChangedChargebee, Stripe BillingStripe Billingagainst: Waveno first choiceagainst: Chargebee, QuickBooks, Recharge, Stripe Billing, Zuora
Four alternatives
Chargebee, Maxio, Paddle, RecurlyTwo alternatives
Chargebee, Zoho BillingThree alternatives
Paddle, Recurly, Zoho BillingThree alternatives
Chargebee, Whop, Zoho BillingLlama 4 MaverickStripe BillingChargebeeChangedagainst: ZuoraStripe Billingagainst: ZuoraZoho Billingno first choiceagainst: BillingPlatform, Chargebee, Stripe Billing
Four alternatives
Bunny, Chargebee, Maxio, RecurlyThree alternatives
Maxio, Recurly, YouniumFour alternatives
Chargebee, Maxio, Paddle, WhopTwo alternatives
Chargebee, Stripe BillingQwen 3.7 FlashStripe BillingMaxioChangedStripe BillingStripe Billingno first choiceagainst: Chargebee, Maxio, NetSuite Subscription Management, RevenueCat, Sequence, Zuora
Three alternatives
Chargebee, Maxio, Zoho BillingFive alternatives
Chargebee, Lemon Squeezy, Paddle, Stripe Billing, Zoho BillingFour alternatives
Chargebee, Paddle, Recurly, WhopThree alternatives
Paddle, RevenueCat, Zoho BillingFive alternatives
Chargebee, GoCardless, Paddle, Stripe Billing, Zoho BillingKimi K2Chargebee, Stripe BillingChargebeeChangedChargebee, Stripe BillingChargebee, PayPal SubscriptionsChargebeeagainst: Chargebee, PayPal Recurring Payments, QuickBooks, Shopify Payments, Square Online, Stripe Billing, Toast
Three alternatives
Maxio, Recurly, WhopTwo alternatives
Recurly, Stripe BillingTwo alternatives
Recurly, Zoho BillingOne alternative
Zoho BillingFive alternatives
Paddle, Recurly, RevenueCat, Stripe Billing, Zoho BillingGLM 4.7 FlashXStripe BillingChargebeeChangedWhopagainst: ChargebeeMoonClerk, Zoho Billingagainst: Chargebee, Recurlyno first choiceagainst: Chargebee, Ordergroove, Recharge, Zuora
Seven alternatives
Chargebee, Creem, FastSpring, Hyperline, Maxio, Paddle, Zoho BillingOne alternative
Stripe BillingFour alternatives
Paddle, RevenueCat, Stripe Billing, Zoho BillingOne alternative
Stripe BillingMiniMax M2.5ChargebeeChargebeeHeldStripe Billingagainst: Chargebee, RecurlyInvoice Ninja, Zoho Invoiceno first choiceagainst: Aria, Chargebee, Fusebill/Stax Bill, Maxio, Ordergroove, Recharge, Recurly, Vindicia, Zuora
Four alternatives
Bunny, Recurly, Stripe Billing, WhopThree alternatives
Recurly, Stripe Billing, TabsThree alternatives
Paddle, Whop, Zoho BillingTwo alternatives
Chargebee, RevenueCatGPT-6 LunaStripe BillingStripe BillingHeldStripe Billingagainst: RecurlyStripe Billingagainst: Zoho Billingno first choiceagainst: Chargebee, Paddle, PayPal Subscriptions, Recurly, Stripe Billing
Two alternatives
Chargebee, PaddleThree alternatives
Chargebee, Maxio, QuickBooks OnlineThree alternatives
Chargebee, Paddle, Stripe Managed PaymentsOne alternative
PaddleMuse Glimmer 30BChargebee, RecurlyChargebeeChangedChargebee, RecurlyStripe Billingno first choiceagainst: Chargebee, PayPal Invoicing, Recurly, Toast Inc., Vagaro
Three alternatives
Bunny, Maxio, Stripe BillingFour alternatives
Chargify, Maxio, Recurly, Stripe BillingFour alternatives
Maxio, Paddle, Stripe Billing, WhopFive alternatives
Chargebee, Lemon Squeezy, Paddle, RevenueCat, Zoho BillingBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:25 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:50 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:45 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:49 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:10 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:58 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:53 | yes | 22 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:21 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:20 | yes | 5 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:55 | yes | 15 | 54 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:13 | yes | 23 | 54 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:16 | yes | 5 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:56 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:50 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:18 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:14 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:54 | yes | 12 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:44 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:19 | yes | 10 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:53 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:22 | yes | 24 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:28 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:07 | yes | 5 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:24 | yes | 9 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:20 | yes | 10 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:51 | yes | 10 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:30 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:30 | yes | 15 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:09 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:49 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:45 | no | 0 | 15 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:38 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:01 | yes | 15 | 25 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:21 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:14 | yes | 24 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:44 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:18 | yes | 10 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:25 | yes | 25 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:20 | yes | 25 | 173 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:36 | yes | 19 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:21 | yes | 4 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:20 | yes | 13 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:29 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:17 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:39 | yes | 15 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:53 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:06 | yes | 10 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:57 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:41 | yes | 23 | 38 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:27 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:53 | yes | 5 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:09 | yes | 25 | 51 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:02 | yes | 20 | 39 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:47 | yes | 10 | 31 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:54 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:07 | yes | 13 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:26 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:08 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:23 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:22 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:06 | yes | 5 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:36 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:40 | yes | 20 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:37 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:07 | yes | 5 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:46 | yes | 10 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:47 | yes | 20 | 53 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:06 | yes | 5 | 32 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:59 | yes | 3 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:59 | yes | 15 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:39 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:34 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:51 | yes | 4 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:50 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:22 | yes | 13 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:52 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:13 | yes | 25 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:39 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:04 | yes | 10 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:29 | yes | 25 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:52 | yes | 15 | 33 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:04 | yes | 25 | 61 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:42 | yes | 5 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:09 | yes | 24 | 37 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Oracle read as Oracle Subscription Management
PayPal read as PayPal Subscriptions
Unresolved, counted raw
Authorize.Net ARB (Automated Recurring Billing)
BILL (formerly Bill.com)
Fishtag
Fusebill/Stax Bill
Invoice Ninja
MoonClerk
NetSuite Subscription Management
Pabbly Subscriptions
PayPal Recurring Payments
Revenue 365
Shopify Billing
Shopify Payments
Shopify Subscriptions
Stripe Managed Payments
Vagaro
Vend by Lightspeed
WooCommerce extensions
Discontinued, still offered
No shut-down product was recommended here.