Index › Finance › Receivables and billing › Merchants of record › Enterprise · November 2026 Edition
Merchants of record for enterprise buyers
Asked as “merchant of record”, and as “reseller that handles global sales tax and payments”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
35%
Contested · Paddle 31%
35Cleverbridge31Paddle10FastSpring23others
35% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Cleverbridge (35%) replaces Paddle (33% then, 31% now), 4 points clear, inside the 10-point floor.Cleverbridge leads at 35%, replacing Paddle, which led at 33% and stands at 31% now: 4 points clear, inside the floor, so the swap reads as unsettled.
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
Paddle44%Clear leader▲+15Since October 2026: 29% → 44%, +15 points. Past the 10-point floor: movement.Standing →Mid-marketPaddle44%Clear leader▲+16Since October 2026: 28% → 44%, +16 points. Past the 10-point floor: movement.Standing →Enterprise
Cleverbridge35%Contested↗new leaderNew leader since October 2026: Cleverbridge (35%) replaces Paddle (33% then, 31% now), 4 points clear, inside the 10-point floor.This page
Paddle44%Clear leader▲+15Since October 2026: 29% → 44%, +15 points. Past the 10-point floor: movement.Standing →Mid-marketPaddle44%Clear leader▲+16Since October 2026: 28% → 44%, +16 points. Past the 10-point floor: movement.Standing →EnterpriseCleverbridge35%Contested↗new leaderNew leader since October 2026: Cleverbridge (35%) replaces Paddle (33% then, 31% now), 4 points clear, inside the 10-point floor.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Cleverbridge35%6%48endorsed leader▲+3Since October 2026: 32% → 35%, +3 points. Inside the 10-point floor: within noise.32% → 35%
Cleverbridge35%6%48endorsed leader▲+3Since October 2026: 32% → 35%, +3 points. Inside the 10-point floor: within noise.32% → 35%02Paddle31%19%58endorsed leader▼−2Since October 2026: 33% → 31%, −2 points. Inside the 10-point floor: within noise.33% → 31%
Paddle31%19%58endorsed leader▼−2Since October 2026: 33% → 31%, −2 points. Inside the 10-point floor: within noise.33% → 31%03
FastSpring10%14%57accepted challenger▲+3Since October 2026: 7% → 10%, +3 points. Inside the 10-point floor: within noise.7% → 10%
FastSpring10%14%57accepted challenger▲+3Since October 2026: 7% → 10%, +3 points. Inside the 10-point floor: within noise.7% → 10%04
PayPro Global10%11%35accepted challenger▼−1Since October 2026: 11% → 10%, −1 point. Inside the 10-point floor: within noise.11% → 10%
PayPro Global10%11%35accepted challenger▼−1Since October 2026: 11% → 10%, −1 point. Inside the 10-point floor: within noise.11% → 10%05
2Checkout8%21%24accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 10-point floor: within noise.0% → 8%
2Checkout8%21%24accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 10-point floor: within noise.0% → 8%06Digital River2%42%24criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Show the three products at 0%, ordered by negative rate
09
Stripe0%22%18accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%
Stripe0%22%18accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%08
Nexway0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Nexway0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%07
Adyen0%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Adyen0%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%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 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Paddle vs PayPro GlobalPaddle vs CleverbridgePaddle vs 2CheckoutPaddle vs Digital RiverCreem vs FastSpringCreem vs Lemon SqueezyCreem vs PayPro GlobalCreem vs CleverbridgeCreem vs 2CheckoutCreem vs Digital RiverFastSpring vs Lemon SqueezyFastSpring vs PayPro GlobalFastSpring vs CleverbridgeFastSpring vs 2CheckoutFastSpring vs Digital RiverLemon Squeezy vs PayPro GlobalLemon Squeezy vs CleverbridgeLemon Squeezy vs 2CheckoutLemon Squeezy vs Digital RiverPayPro Global vs CleverbridgePayPro Global vs 2CheckoutPayPro Global vs Digital RiverCleverbridge vs 2CheckoutCleverbridge vs Digital River2Checkout vs Digital River
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 →
0102030405D06
070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Cleverbridge35%
Cleverbridge35%02Paddle31%
Paddle31%03FastSpring10%
FastSpring10%04PayPro Global10%
PayPro Global10%052Checkout8%
2Checkout8%06Digital River2%
07Adyen0%
Adyen0%08Nexway0%
Nexway0%09Stripe0%
Stripe0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
Paddle19%
11 of 58 labels negative · 9 of 14 models · 3 hard negative
“If your procurement or compliance teams have a zero‑tolerance policy for any association with regulatory sanctions or deceptive practices, Paddle should be excluded.” GLM 4.7 FlashX, negative prompt
Gumroad89%
8 of 9 labels negative · 8 of 14 models · 4 hard negative
“Multiple AI recommendation models explicitly advise avoiding Gumroad, especially for budget-conscious or mid-market companies, due to significantly higher costs and limited scalability” Mistral Small, negative prompt
Lemon Squeezy89%
8 of 9 labels negative · 8 of 14 models · 2 hard negative
“Why to Avoid: These platforms are optimized for solo developers, creators, and early-stage SaaS companies” Gemini 3.5 Flash, negative prompt
Digital River
42%
10 of 24 labels negative · 6 of 14 models · 7 hard negative
“once a major player, experienced a shutdown — which highlights the importance of vetting any MoR for long-term stability and exit risk” DeepSeek V4 Flash, direct 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
76 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. 922 links across 220 sites, every framing counted. Ranked by the number of answers carrying the site or page. 6 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.
vendor site · Paddle39 answers · 62 citations · 13 models
vendor site · FastSpring33 answers · 62 citations · 13 models
vendor site · Stripe31 answers · 47 citations · 13 models
vendor site · Cleverbridge30 answers · 49 citations · 12 models
28 answers · 33 citations · 11 models
vendor site · Freemius25 answers · 27 citations · 12 models
vendor site · Dodo Payments22 answers · 39 citations · 7 models
vendor site · Gigapay20 answers · 25 citations · 11 models
vendor site · G218 answers · 23 citations · 8 models
vendor site · Comecero18 answers · 21 citations · 9 models
vendor site · Fungies.io15 answers · 16 citations · 10 models
vendor site · PayPro Global13 answers · 33 citations · 12 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.
23 answers · 11 models
22 answers · 12 models
22 answers · 10 models
16 answers · 10 models
16 answers · 10 models
14 answers · 10 models
13 answers · 8 models
13 answers · 6 models
12 answers · 8 models
12 answers · 7 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 merchant of record”, “merchant of record”, “merchants of record”. 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 |
|---|---|---|---|---|---|---|---|---|
| Cleverbridge cleverbridge.com | 35% | 83 | 6,600 | 246 | 9,493 | 0 | ||
| Paddle paddle.com | 31% | 214 | 60,500 | 69,116 | 172,079 | 31 | 2 | |
| FastSpring fastspring.com | 10% | 154 | 3,600 | 235 | 8,511 | $29,868 | 15 | 3 |
| PayPro Global payproglobal.com | 10% | 77 | 2,900 | 57 | 14,416 | 7 | ||
| 2Checkout 2checkout.com 2Checkout 8%, 2Checkout / Verifone 0% | 8% | 50 | 1,900 | 62 | 27,919 | 25 | ||
| InflowPay inflowpay.com | 2% | 3 | ||||||
| Digital River digitalriver.com | 2% | 33 | 1,000 | 111 | 280 | |||
| Adyen adyen.com | 0% | 159 | 22,200 | 890 | 126,446 | $7,702 | 84 | |
| Nexway nexway.com | 0% | 24 | ||||||
| Stripe stripe.com | 0% | 265 | 823,000 | 102,741 | 3,226,782 | $3,621 | 102 | 1 |
Google's top ten for the three searches hold 23 sites; 6 of them are among the sites the models cited here (comecero.com, dodopayments.com, fastspring.com, fungies.io, paddle.com, stripe.com). The first result for “best merchant of record” is connectpay.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 merchant of record for an enterprise B2B company?”Paraphrase“Which reseller that handles global sales tax and payments would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade merchants of record and how do they differ?”Budget-constrained“What is the best merchant of record for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a merchant of record. What should we look at?”Negative“Which merchants of record should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceFastSpring, PayPro GlobalChangedCleverbridgePaddleno first choicenothing named
Two alternatives
Sovos, VertexTwo alternatives
2Checkout, FastSpringThree alternatives
2Checkout, Cleverbridge, Digital RiverGPT-5.4 miniPaddlePaddleHeldPaddleagainst: Stripe Managed PaymentsPaddleno first choicenothing named
One alternative
StripeTwo alternatives
2Checkout, FastSpringThree alternatives
2Checkout / Verifone, Cleverbridge, FastSpringOne alternative
FastSpringGemini 3.5 FlashCleverbridgeCleverbridgeHeldagainst: PaddleCleverbridgeCleverbridgeno first choiceagainst: 2Checkout, Digital River, Dodo Payments, FastSpring, Gumroad, Lemon Squeezy, Paddle, PayPro Global, Polar
Five alternatives
Avalara, Chargebee, FastSpring, Paddle, StripeSeven alternatives
Adyen, Anrok, Avalara, FastSpring, Stripe, Vertex, WorldpayFour alternatives
2Checkout, FastSpring, Global-e, PaddleSeven alternatives
Adyen, Anrok, Avalara, Digital River, FastSpring, Paddle, StripePerplexity SonarCleverbridgeagainst: PaddlePayPro GlobalChangedCleverbridge, PaddleCleverbridgeno first choiceagainst: Gumroad, Lemon Squeezy
Three alternatives
2Checkout / Verifone, FastSpring, PayPro GlobalOne alternative
FastSpringFour alternatives
2Checkout / Verifone, Digital River, FastSpring, PayPro GlobalOne alternative
PaddleGrok 4.20Cleverbridgeagainst: 2Checkout, FastSpring2CheckoutChangedPaddleagainst: Digital River, Maxio, RecurlyPaddleagainst: 2Checkout / Verifone, Creem, Digital River, Dodo Payments, PayPro Globalno first choiceagainst: 2Checkout, Digital River, FastSpring, Gumroad, Lemon Squeezy, Nexway, Paddle
Two alternatives
Paddle, PayPro GlobalTwo alternatives
FastSpring, PayPro GlobalThree alternatives
2Checkout, Cleverbridge, FastSpringTwo alternatives
Cleverbridge, FastSpringMistral SmallCleverbridgeFastSpring, PayPro GlobalChangedPaddle2Checkout, Cleverbridgeagainst: Paddleno first choiceagainst: Gumroad, Paddle
One alternative
GigapayOne alternative
2CheckoutFive alternatives
Cleverbridge, Digital River, FastSpring, Gapp Group, StripeOne alternative
FastSpringDeepSeek V4 FlashCleverbridgeagainst: Digital RiverPayPro GlobalChangedPaddleagainst: Digital RiverPaddleagainst: Stripeno first choiceagainst: 2Checkout, Creem, Digital River, Dodo Payments, Lemon Squeezy, MyCommerce, Stripe
Three alternatives
2Checkout, FastSpring, PaddleTwo alternatives
FastSpring, SovosFive alternatives
2Checkout, Cleverbridge, FastSpring, PayPro Global, Stripe Managed PaymentsOne alternative
CleverbridgeLlama 4 MaverickCleverbridgePayPro GlobalChangedno first choicePaddleno first choiceagainst: Gumroad
Two alternatives
2Checkout, FastSpringThree alternatives
Cleverbridge, Comecero, FastSpringQwen 3.7 FlashPaddlePaddleHeldFastSpring, PaddleFastSpring, InflowPayagainst: Cleverbridge, Verifoneno first choiceagainst: Cleverbridge, FastSpring, Gumroad, Paddle
Three alternatives
Adyen, Chargebee, PayPro GlobalTwo alternatives
Cleverbridge, FastSpringThree alternatives
Cleverbridge, Nexway, PayPro GlobalKimi K2Paddle2CheckoutChangedPaddleagainst: Digital RiverPaddleagainst: FastSpring, PayPro Global, Polar, Stripeno first choiceagainst: 2Checkout, FastSpring, Paddle
Five alternatives
Cleverbridge, FastSpring, Nexway, Stripe B2B payments, TreviPayThree alternatives
Avalara, Cleverbridge, PaddleFive alternatives
Cleverbridge, FastSpring, Nexway, PayPro Global, Stripe Managed PaymentsOne alternative
CleverbridgeGLM 4.7 FlashXCleverbridge, Digital RiverCleverbridgeChangedFastSpring, PaddlePaddleagainst: FastSpringno first choiceagainst: Lemon Squeezy, Paddle
Five alternatives
Adyen, FastSpring, Nexway, Paddle, StripeTwo alternatives
Paddle, TaxuallySeven alternatives
Cleverbridge, Gigapay, Nexway, Reach, Shopify, Stripe Managed Payments, XsollaThree alternatives
Adyen, Cleverbridge, PolarMiniMax M2.52Checkout, CleverbridgeCleverbridge, PaddleChangedCleverbridgeagainst: Freemius, Gumroad, Lemon SqueezyFastSpringagainst: Stripeno first choiceagainst: Creem
Five alternatives
Digital River, FastSpring, Gapp Group, Paddle, PayPro GlobalTwo alternatives
FastSpring, PayPro GlobalFour alternatives
2Checkout, Digital River, FastSpring, PayPro GlobalTwo alternatives
Paddle, PolarGPT-6 LunaPaddleCleverbridgeChangedCleverbridge, FastSpring, PaddleFastSpringagainst: Stripe Managed Paymentsno first choiceagainst: Digital River, Lemon Squeezy, Paddle
One alternative
FastSpringOne alternative
Digital RiverFour alternatives
2Checkout, PayPro Global, Stripe Managed Payments, VerifoneOne alternative
PaddleMuse Glimmer 30BCleverbridgeCleverbridgeHeldPaddleagainst: Digital RiverPaddleagainst: Cleverbridge, FastSpring, PayPro Globalno first choiceagainst: Gumroad, Lemon Squeezy, Paddle
Five alternatives
2Checkout / Verifone, Digital River, FastSpring, Paddle, PayPro GlobalThree alternatives
FastSpring, Paddle, PayPro GlobalFour alternatives
Cleverbridge, FastSpring, InflowPay, NexwayOne alternative
PolarBold 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 09:52 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:08 | yes | 2 | 5 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 10:02 | yes | 12 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:24 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 13 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:13 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:56 | yes | 21 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:12 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:37 | no | 0 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:44 | yes | 19 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:29 | yes | 15 | 16 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:52 | yes | 5 | 53 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:56 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:25 | yes | 12 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:23 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:11 | yes | 4 | 5 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 10:23 | yes | 7 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:06 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 10 | 28 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:35 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:21 | yes | 24 | 18 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:32 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:35 | yes | 5 | 42 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:53 | yes | 24 | 40 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:21 | yes | 23 | 71 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:36 | yes | 8 | 71 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:41 | yes | 2 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:24 | yes | 20 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:14 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:00 | yes | 5 | 9 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 09:04 | yes | 9 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:24 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 14 | 42 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:13 | yes | 5 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:29 | yes | 24 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:55 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:36 | yes | 5 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:13 | yes | 23 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:49 | yes | 20 | 77 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:28 | yes | 24 | 63 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:50 | yes | 6 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:21 | yes | 23 | 44 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:43 | yes | 15 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:26 | yes | 4 | 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 10:25 | no | 0 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:29 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 14 | 62 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:16 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:22 | yes | 22 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:48 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:51 | yes | 5 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:28 | yes | 19 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:14 | yes | 25 | 42 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:37 | yes | 14 | 88 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:54 | yes | 3 | 20 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:06 | yes | 22 | 37 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:58 | yes | 26 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:55 | yes | 5 | 6 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 11:08 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:28 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 5 | 32 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:37 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:02 | yes | 23 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:14 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:57 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:27 | yes | 14 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:03 | yes | 14 | 36 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:51 | no | 0 | 25 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:41 | yes | 4 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:38 | yes | 15 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:53 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:01 | no | 0 | 5 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 11:26 | yes | 7 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:16 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 20 | 38 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:45 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:28 | yes | 23 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:28 | yes | 9 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:09 | yes | 10 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:03 | yes | 24 | 47 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:36 | yes | 24 | 46 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:20 | yes | 12 | 52 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:18 | yes | 4 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:38 | yes | 20 | 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
None. Every name in this category resolved on its own.
Unresolved, counted raw
ESW
MyCommerce
Stripe B2B payments
Discontinued, still offered
No shut-down product was recommended here.