Digital adoption and onboarding
Asked as “digital adoption platform”, and as “in-product onboarding and user guidance tool”, on behalf of a mid-market B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
30%
Contested · UserGuiding 22%
30Userpilot22UserGuiding13Whatfix35others
30% of first choices, contested.
Since September 2026▼−2Since September 2026: 29% → 27%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Userpilot held the lead, −2 points on 29%, 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
UserGuiding56%Clear leader▲+11Since September 2026: 44% → 55%, +11 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →Mid-market
Userpilot30%Contested▼−2Since September 2026: 29% → 27%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterprise
Whatfix36%Contested▼−2Since September 2026: 39% → 38%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
UserGuiding56%Clear leader▲+11Since September 2026: 44% → 55%, +11 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →Mid-marketUserpilot30%Contested▼−2Since September 2026: 29% → 27%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterpriseWhatfix36%Contested▼−2Since September 2026: 39% → 38%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Userpilot30%12%49endorsed leader▼−2Since September 2026: 29% → 27%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.29% → 27%
Userpilot30%12%49endorsed leader▼−2Since September 2026: 29% → 27%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.29% → 27%02UserGuiding22%7%41accepted challenger▼−2Since September 2026: 21% → 19%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.21% → 19%
UserGuiding22%7%41accepted challenger▼−2Since September 2026: 21% → 19%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.21% → 19%03Whatfix13%39%56criticized challenger▲+1Since September 2026: 15% → 15%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 15%
Whatfix13%39%56criticized challenger▲+1Since September 2026: 15% → 15%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 15%04
Pendo8%33%60criticized challenger▼−1Since September 2026: 10% → 10%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 10%
Pendo8%33%60criticized challenger▼−1Since September 2026: 10% → 10%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 10%05
Appcues5%14%42accepted challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 4%
Appcues5%14%42accepted challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 4%06
Tango3%0%10accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
Tango3%0%10accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%07
Chameleon2%5%19accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Chameleon2%5%19accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%08
Userlane2%7%15accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Userlane2%7%15accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%09
Apty2%7%15accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Apty2%7%15accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the two products at 0%, ordered by negative rate
11
WalkMe0%57%56criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
WalkMe0%57%56criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Product Fruits0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Product Fruits0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 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
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.
All twenty-eight head-to-head pages: the top eight products, each against each
Userpilot vs AppcuesUserpilot vs TangoUserpilot vs ChameleonUserpilot vs UserlaneUserGuiding vs WhatfixUserGuiding vs PendoUserGuiding vs AppcuesUserGuiding vs TangoUserGuiding vs ChameleonUserGuiding vs UserlaneWhatfix vs PendoWhatfix vs AppcuesWhatfix vs TangoWhatfix vs ChameleonWhatfix vs UserlanePendo vs AppcuesPendo vs TangoPendo vs ChameleonPendo vs UserlaneAppcues vs TangoAppcues vs ChameleonAppcues vs UserlaneTango vs ChameleonTango vs UserlaneChameleon vs Userlane
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Userpilot30%
Userpilot30%02UserGuiding22%
UserGuiding22%03Whatfix13%
Whatfix13%04Pendo8%
Pendo8%05Appcues5%
Appcues5%06Tango3%
Tango3%07Chameleon2%
Chameleon2%08Userlane2%
Userlane2%09Apty2%
Apty2%10Product Fruits0%
Product Fruits0%11WalkMe0%
WalkMe0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5 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.
Whatfix39%
22 of 56 labels negative · 13 of 14 models · 2 hard negative
“WalkMe and Whatfix are frequently cited as platforms to approach with caution due to their limitations and cost.” Mistral Small, negative prompt
WalkMe57%
32 of 56 labels negative · 12 of 14 models · 6 hard negative
“**WalkMe & Whatfix (Traditional DAPs)** - **Why avoid/caution:** These platforms are often criticized for offering shallow analytics, limited segmentation” Mistral Small, negative prompt
Pendo33%
20 of 60 labels negative · 10 of 14 models · 3 hard negative
“Skip Pendo unless your product team desperately needs a deep "system of record" for product analytics” Gemini 3.5 Flash, paraphrase prompt
Userpilot12%
6 of 49 labels negative · 6 of 14 models · 1 hard negative
“Avoid "Product-Led Growth" Onboarding Tools (e.g., Appcues, Userflow, Chameleon, Userpilot)” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 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. 936 links across 166 sites, every framing counted. Ranked by the number of answers carrying the site or page. 3 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 · Userpilot48 answers · 73 citations · 13 models
vendor site · Guideflow36 answers · 53 citations · 10 models
36 answers · 38 citations · 12 models
vendor site · Pendo31 answers · 32 citations · 12 models
30 answers · 62 citations · 14 models
vendor site · Appcues30 answers · 44 citations · 12 models
vendor site · Apty30 answers · 41 citations · 12 models
vendor site · Chameleon23 answers · 30 citations · 11 models
vendor site · Whatfix22 answers · 30 citations · 12 models
vendor site · Gartner21 answers · 21 citations · 10 models
vendor site · UserGuiding20 answers · 33 citations · 10 models
vendor site · WalkMe20 answers · 23 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.
34 answers · 12 models
32 answers · 12 models
27 answers · 11 models
22 answers · 8 models
19 answers · 11 models
18 answers · 9 models
17 answers · 10 models
17 answers · 9 models
14 answers · 6 models
14 answers · 9 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 digital adoption platform”, “digital adoption 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 |
|---|---|---|---|---|---|---|---|---|
| Userpilot userpilot.com | 30% | 251 | 1,600 | 10 | 62,084 | 6 | ||
| UserGuiding userguiding.com | 22% | 163 | 390 | 0 | 9,819 | 2 | ||
| Whatfix whatfix.com | 13% | 173 | 2,400 | 65 | 31,568 | $29,894 | 54 | 3 |
| Pendo pendo.io | 8% | 420 | 12,100 | 761 | 19,185 | $3,609 | 93 | 5 |
| Appcues appcues.com | 5% | 226 | 1,900 | 26 | 18,506 | 2 | ||
| Tango tango.ai | 3% | 36 | 301,000 | 21,336 | 67,291 | 42 | ||
| HelpHero helphero.co | 3% | 7 | 480 | 0 | ||||
| Chameleon chameleon.io | 2% | 86 | 246,000 | 24,293 | 4,268 | 0 | 1 | |
| Userlane userlane.com | 2% | 39 | 210 | 2 | 327 | |||
| Apty apty.ai | 2% | 48 | 1,900 | 80 | 3,077 | 10 |
Google's top ten for the two searches hold 15 sites; 5 of them are among the sites the models cited here (chameleon.io, gartner.com, pendo.io, walkme.com, whatfix.com). The first result for “best digital adoption platform” is chameleon.io.
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 digital adoption platform for a mid-market B2B company?”Paraphrase“Which in-product onboarding and user guidance tool would you recommend to a mid-sized B2B company?”Comparative“What are the top digital adoption platforms and how do they differ?”Budget-constrained“What is the best digital adoption platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a digital adoption platform. What should we look at?”Negative“Which digital adoption platforms should I avoid or be cautious about?”
Claude Haiku 4.5Appcues, UserGuidingAppcues, PendoChangedagainst: WalkMeno first choiceUserGuidingno first choiceagainst: Apty, Hopscotch, Pendo, WalkMe, Whatfix
Four alternatives
Pendo, Product Fruits, Userpilot, WhatfixTwo alternatives
Chameleon, UserGuidingFour alternatives
Hopscotch, Product Fruits, StepsKit, UsetifulGPT-5.4 miniUserpilotUserpilotHeldno first choiceUserGuidingagainst: WalkMe, Whatfixno first choicenothing named
Three alternatives
Pendo, WalkMe, WhatfixFour alternatives
Appcues, Chameleon, Pendo, WalkMeOne alternative
UserpilotGemini 3.5 FlashUserpilotagainst: WalkMeUserflowChangedagainst: PendoWalkMe, WhatfixProduktly, Tangoagainst: Appcues, Pendo, WalkMe, WhatfixLemon Learning, Spekit, Userlaneagainst: WalkMe, Whatfixagainst: Appcues, Chameleon, Gainsight PX, Pendo, Userflow, Userpilot, WalkMe, Whatfix
Five alternatives
Appcues, Spekit, Tango, Userflow, WhatfixTwo alternatives
Appcues, UserpilotFive alternatives
Appcues, Apty, Frigade, Pendo, UserpilotFive alternatives
Guidde, HelpHero, Product Fruits, UserGuiding, UserlaneThree alternatives
Guidde, Pendo, UserflowPerplexity SonarUserpilotagainst: Pendo, WhatfixUserpilotHeldno first choiceUserGuidingagainst: Userpilotno first choicenothing named
Two alternatives
Chameleon, Product FruitsThree alternatives
Appcues, Chameleon, PendoTwo alternatives
Guideflow, SupademoGrok 4.1 FastPendo, Userpilotagainst: WalkMeUserpilotChangedagainst: Intercom, PendoWhatfixUserGuidingagainst: Appcues, Userpilot, UsetifulWhatfixagainst: WalkMeagainst: Pendo, WalkMe, Whatfix
Two alternatives
UserGuiding, WhatfixTwo alternatives
Appcues, ChameleonThree alternatives
Appcues, Pendo, WalkMeFour alternatives
HelpHero, Pendo, Product Fruits, StepsKitTwo alternatives
Pendo, UserlaneMistral SmallPendo, WhatfixUserpilot, WhatfixChangedagainst: WalkMeno first choiceagainst: WalkMe, WhatfixUserGuidingno first choiceagainst: WalkMe, Whatfix
Two alternatives
Gainsight PX, UserpilotOne alternative
Product FruitsOne alternative
ChameleonDeepSeek V4 FlashWhatfixagainst: Pendo, WalkMeUserpilotChangedagainst: Pendo, UserGuiding, WalkMe, WhatfixWalkMe, WhatfixHelpHeroApty, Pendo, Whatfixagainst: WalkMeagainst: Pendo, WalkMe, Whatfix
Three alternatives
Appcues, UserGuiding, UserpilotOne alternative
AppcuesSeven alternatives
Appcues, Apty, Gainsight PX, Pendo, Spekit, Userlane, UserpilotFour alternatives
Dock, Pendo, Tour Kit, UserGuidingLlama 4 MaverickChameleonInline ManualChangedno first choiceHelpHero, UserGuidingno first choicenothing named
Three alternatives
Skalin, UserGuiding, UserflowTwo alternatives
Product Fruits, UserGuidingOne alternative
GuideflowQwen 3.7 FlashWhatfixagainst: Microsoft Viva + TeamsUserpilotChangedagainst: PendoWalkMe, WhatfixTango, UserGuidingagainst: WalkMe, Whatfixno first choiceagainst: Pendo, UserGuiding, Userpilot, WalkMe, Whatfix
Three alternatives
Appcues, Pendo, WalkMeTwo alternatives
Appcues, UserGuidingThree alternatives
Pendo, Tango, UserpilotOne alternative
ChameleonFive alternatives
Chameleon, Pendo, Tango, Userlane, WalkMeKimi K2Userpilotagainst: Pendo, WalkMeUserpilotHeldagainst: Pendo, WalkMe, WhatfixPendo, WalkMeUserGuidingagainst: Appcuesno first choiceagainst: Appcues, Pendo, Userlane, Userpilot, WalkMe, Whatfix
Three alternatives
Appcues, Product Fruits, WhatfixThree alternatives
Appcues, Chameleon, UserGuidingFive alternatives
Appcues, Spekit, Userlane, Userpilot, WhatfixTwo alternatives
Toonimo, UserpilotThree alternatives
Apty, Pendo, UserGuidingGLM 4.7 FlashXWhatfixagainst: WalkMeUserpilotChangedagainst: PendoWalkMe, Whatfixagainst: GuiddeGuideflowno first choiceagainst: Pendo, Userpilot, WalkMe, Whatfix
Five alternatives
Appcues, Pendo, Product Fruits, UserGuiding, UserpilotTwo alternatives
Appcues, UserGuidingSix alternatives
Appcues, Gainsight PX, Guideflow, Pendo, UserGuiding, UserpilotFour alternatives
Guidde, HelpHero, UserGuiding, WhatfixMiniMax M2.5Pendo, WhatfixUserpilotChangedagainst: WalkMe, WhatfixWalkMeUserGuidingagainst: WalkMeno first choiceagainst: WalkMe, Whatfix
One alternative
AppcuesTwo alternatives
Appcues, PendoFive alternatives
Appcues, Pendo, UserGuiding, Userlane, WhatfixOne alternative
AppcuesGPT-6 LunaUserpilotagainst: WalkMeUserpilotHeldWalkMe, WhatfixUserGuidingagainst: Whatfixno first choiceagainst: Appcues, Pendo, WalkMe, Whatfix
Two alternatives
Pendo, WhatfixTwo alternatives
Appcues, PendoThree alternatives
Appcues, Oracle Guided Learning, PendoOne alternative
PendoMuse Glimmer 30BUserGuiding, Userpilotagainst: WalkMeAppcuesChangedagainst: PendoWalkMe, WhatfixUserGuidingagainst: WalkMe, WhatfixUserpilotagainst: Pendo, UserGuiding, WalkMe, Whatfix
Four alternatives
Gainsight PX, Pendo, Spekit, WhatfixTwo alternatives
Chameleon, UserpilotFive alternatives
Appcues, Apty, Pendo, Userlane, UserpilotOne alternative
HelpHeroFive alternatives
Guideflow, Pendo, Userlane, WalkMe, WhatfixBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 11:29 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:34 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:02 | yes | 13 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:33 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:09 | yes | 23 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:34 | yes | 7 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:44 | yes | 24 | 35 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:10 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:51 | no | 0 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:03 | yes | 15 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:57 | yes | 25 | 76 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:10 | yes | 5 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:55 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:35 | yes | 15 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:39 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:47 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:33 | yes | 13 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:16 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:35 | yes | 24 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:05 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:25 | yes | 19 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:26 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:25 | yes | 5 | 17 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:58 | yes | 24 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:01 | yes | 15 | 43 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:20 | yes | 10 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:53 | yes | 4 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:34 | yes | 15 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:41 | yes | 10 | 18 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:38 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:28 | yes | 10 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:55 | yes | 16 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:37 | yes | 22 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:08 | yes | 12 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:04 | yes | 22 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:27 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:34 | no | 0 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:01 | yes | 15 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:18 | yes | 19 | 52 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:41 | yes | 5 | 50 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:07 | yes | 7 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:52 | yes | 13 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:49 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:16 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:01 | yes | 20 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:36 | yes | 12 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:33 | yes | 20 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:38 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 14:07 | yes | 14 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:19 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:50 | yes | 5 | 17 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:38 | yes | 10 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:16 | yes | 15 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:55 | yes | 5 | 14 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:44 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:43 | yes | 12 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:59 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:28 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:52 | yes | 9 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 13:05 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:35 | yes | 14 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:59 | no | 0 | 4 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:23 | yes | 20 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:18 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:31 | yes | 8 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:55 | yes | 13 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:12 | yes | 12 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:35 | yes | 5 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:47 | yes | 3 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:58 | yes | 13 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:58 | yes | 16 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:40 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:33 | yes | 16 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:22 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:10 | yes | 19 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:52 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:28 | yes | 25 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:30 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:33 | yes | 8 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:03 | yes | 25 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:29 | yes | 22 | 30 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:11 | yes | 5 | 18 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:31 | yes | 5 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:43 | yes | 15 | 25 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
AppLearn
Chameleon.io
Frudge
Pendo.io
Torch
Discontinued, still offered
No shut-down product was recommended here.