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. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
39%
Contested · Whatfix 13%
39Userpilot13Whatfix11UserGuiding37others
39% of first choices, contested.
Since October 2026▲+9Since October 2026: 30% → 39%, +9 points. Inside the 11-point floor: within noise.Userpilot held the lead, +9 points on 30%, 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
UserGuiding34%Contested▼−22Since October 2026: 56% → 34%, −22 points. Past the 11-point floor: movement.Standing →Mid-market
Userpilot39%Contested▲+9Since October 2026: 30% → 39%, +9 points. Inside the 11-point floor: within noise.This pageEnterprise
Whatfix40%Contested▲+4Since October 2026: 36% → 40%, +4 points. Inside the 11-point floor: within noise.Standing →
UserGuiding34%Contested▼−22Since October 2026: 56% → 34%, −22 points. Past the 11-point floor: movement.Standing →Mid-marketUserpilot39%Contested▲+9Since October 2026: 30% → 39%, +9 points. Inside the 11-point floor: within noise.This pageEnterpriseWhatfix40%Contested▲+4Since October 2026: 36% → 40%, +4 points. Inside the 11-point floor: within noise.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 October 2026
01Userpilot39%4%46endorsed leader▲+9Since October 2026: 30% → 39%, +9 points. Inside the 11-point floor: within noise.30% → 39%
Userpilot39%4%46endorsed leader▲+9Since October 2026: 30% → 39%, +9 points. Inside the 11-point floor: within noise.30% → 39%02Whatfix13%32%62criticized challenger=heldSince October 2026: 13% → 13%, ±0 points. Inside the 11-point floor: within noise.13% → 13%
Whatfix13%32%62criticized challenger=heldSince October 2026: 13% → 13%, ±0 points. Inside the 11-point floor: within noise.13% → 13%03UserGuiding11%11%28accepted challenger▼−11Since October 2026: 22% → 11%, −11 points. Past the 11-point floor: movement.22% → 11%
UserGuiding11%11%28accepted challenger▼−11Since October 2026: 22% → 11%, −11 points. Past the 11-point floor: movement.22% → 11%04
Pendo7%30%66criticized challenger▼−1Since October 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise.8% → 7%
Pendo7%30%66criticized challenger▼−1Since October 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise.8% → 7%05
Chameleon4%10%21accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Chameleon4%10%21accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%06
Appcues2%9%47accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%
Appcues2%9%47accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%07
Product Fruits2%11%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Product Fruits2%11%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08
Tango2%10%10accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
Tango2%10%10accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%09
WalkMe2%52%58criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
WalkMe2%52%58criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%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.
All twenty-eight head-to-head pages: the top eight products, each against each
Userpilot vs ChameleonUserpilot vs AppcuesUserpilot vs Product FruitsUserpilot vs TangoWhatfix vs UserGuidingWhatfix vs PendoWhatfix vs ChameleonWhatfix vs AppcuesWhatfix vs Product FruitsWhatfix vs TangoUserGuiding vs PendoUserGuiding vs ChameleonUserGuiding vs AppcuesUserGuiding vs Product FruitsUserGuiding vs TangoPendo vs ChameleonPendo vs AppcuesPendo vs Product FruitsPendo vs TangoChameleon vs AppcuesChameleon vs Product FruitsChameleon vs TangoAppcues vs Product FruitsAppcues vs TangoProduct Fruits vs Tango
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 →
010203040506070809
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Userpilot39%
Userpilot39%02Whatfix13%
Whatfix13%03UserGuiding11%
UserGuiding11%04Pendo7%
Pendo7%05Chameleon4%
Chameleon4%06Appcues2%
Appcues2%07Product Fruits2%
Product Fruits2%08Tango2%
Tango2%09WalkMe2%
WalkMe2%10Userlane0%
Userlane0%11Apty0%
Apty0%What they warned about
Four 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, 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.
WalkMe52%
30 of 58 labels negative · 12 of 14 models · 7 hard negative
“Avoid enterprise-heavy tools like WalkMe or Pendo unless you qualify for discounts; they're powerful but not budget-optimized.” Grok 4.20, budget prompt
Pendo30%
20 of 66 labels negative · 11 of 14 models · 4 hard negative
“Tools I'd Skip for Mid-Sized B2B: Pendo | Heavy enterprise focus; expensive; complex for mid-market needs” Kimi K2, paraphrase prompt
Whatfix32%
20 of 62 labels negative · 10 of 14 models · 5 hard negative
“Avoid enterprise-focused platforms like WalkMe and Whatfix if you're on a limited budget” Kimi K2, budget prompt
Appcues9%
4 of 47 labels negative · 4 of 14 models
“Appcues if your user count may grow quickly or budget is tight | G2 reviews include concerns about costs scaling with monthly active users.” GPT-6 Luna, negative 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
71 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. 838 links across 164 sites, every framing counted. Ranked by the number of answers carrying the site or page. 16 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 · Userpilot37 answers · 66 citations · 13 models
30 answers · 48 citations · 12 models
vendor site · WalkMe29 answers · 51 citations · 12 models
vendor site · Guideflow21 answers · 27 citations · 8 models
vendor site · Capterra20 answers · 35 citations · 8 models
vendor site · Chameleon18 answers · 22 citations · 9 models
vendor site · Whatfix17 answers · 29 citations · 11 models
vendor site · Pendo17 answers · 20 citations · 11 models
vendor site · Supered17 answers · 19 citations · 10 models
vendor site · UserGuiding15 answers · 20 citations · 8 models
vendor site · Capterra15 answers · 18 citations · 8 models
vendor site · Software Advice14 answers · 17 citations · 8 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.
15 answers · 11 models
14 answers · 8 models
14 answers · 7 models
13 answers · 6 models
13 answers · 6 models
12 answers · 6 models
11 answers · 7 models
11 answers · 7 models
11 answers · 9 models
10 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 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 | 39% | 247 | 1,600 | 10 | 62,084 | 6 | ||
| Whatfix whatfix.com | 13% | 178 | 2,400 | 65 | 31,568 | $29,894 | 54 | 3 |
| UserGuiding userguiding.com | 11% | 111 | 390 | 0 | 9,819 | 2 | ||
| Pendo pendo.io | 7% | 409 | 12,100 | 761 | 19,185 | $3,609 | 93 | 5 |
| ScreenSpace | 7% | |||||||
| Chameleon chameleon.io | 4% | 73 | 246,000 | 24,293 | 4,268 | 0 | 1 | |
| Appcues appcues.com | 2% | 198 | 1,900 | 26 | 18,506 | 2 | ||
| Product Fruits productfruits.com | 2% | 81 | 480 | 234 | 6,521 | 10 | ||
| Tango tango.ai | 2% | 46 | 301,000 | 21,336 | 67,291 | 42 | ||
| Spekit spekit.com | 2% | 100 | 1,900 | 15 | 3,062 | $86 | 33 |
Google's top ten for the two searches hold 15 sites; 4 of them are among the sites the models cited here (chameleon.io, 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 4.5WhatfixAppcuesChangedPendono first choiceno first choiceagainst: Pendo, WalkMe, Whatfix
Four alternatives
Pendo, UserGuiding, Userlane, UserpilotTwo alternatives
OnRamp, UserpilotTwo alternatives
WalkMe, WhatfixTwo alternatives
Appcues, PendoGPT-5.4 miniPendoUserpilotChangedno first choiceUserGuidingno first choicenothing named
Two alternatives
WalkMe, WhatfixFive alternatives
Appcues, Pendo, Product Fruits, WalkMe, WhatfixThree alternatives
Product Fruits, Tango, UserpilotGemini 3.5 FlashUserpilot, Whatfixagainst: WalkMeUserpilotChangedagainst: Pendo, WalkMeWalkMeUserGuidingagainst: Pendo, WalkMe, Whatfixno first choiceagainst: Appcues, Chameleonagainst: WalkMe, Whatfix
Three alternatives
Appcues, Pendo, TangoThree alternatives
Appcues, Chameleon, WhatfixFive alternatives
Appcues, Apty, Pendo, Userpilot, WhatfixFive alternatives
Driver.js, HelpHero, Intro.js, Product Fruits, TangoSix alternatives
Pendo, Spekit, Stonly, Userlane, WalkMe, WhatfixPerplexity SonarUserpilotagainst: WalkMe, WhatfixUserpilotHeldWalkMe, WhatfixUserGuidingagainst: WalkMe, Whatfixno first choiceagainst: Apty, Pendo, WalkMe, Whatfix
One alternative
PendoFour alternatives
Appcues, Chameleon, Pendo, UserGuidingSeven alternatives
Appcues, Apty, Oracle Guided Learning, Pendo, Tango, UserGuiding, UserpilotFour alternatives
HelpHero, Pendo, Produktly, TangoGrok 4.20Whatfixagainst: Product Fruits, WalkMeUserpilotChangedagainst: Intercom, WalkMe, WhatfixWalkMeTangoagainst: Pendo, WalkMe, Whatfixno first choiceagainst: Appcues, Pendo, Userpilot, WalkMe, Whatfix
Two alternatives
Pendo, UserpilotThree alternatives
Appcues, Pendo, UserGuidingFour alternatives
Appcues, Pendo, UserGuiding, WhatfixThree alternatives
Guideflow, Product Fruits, UserGuidingFive alternatives
Appcues, Pendo, UserGuiding, WalkMe, WhatfixMistral SmallWalkMe, WhatfixUserpilotChangedno first choiceHopscotch, ScreenSpaceno first choiceagainst: UserGuiding, WalkMe, Whatfix
Two alternatives
Chameleon, UserlaneThree alternatives
Appcues, Pendo, UserflowThree alternatives
CommandBar, UserGuiding, UserlaneDeepSeek V4 FlashUserpilotagainst: PendoUserpilotHeldagainst: Pendo, WalkMeWalkMeProduct Fruitsagainst: Chameleon, UserGuiding, Userpilotno first choiceagainst: Pendo, WalkMe, Whatfixagainst: Pendo, WalkMe, Whatfix
Three alternatives
Appcues, Chameleon, WhatfixFive alternatives
Appcues, Chameleon, GUIDEcx, Rocketlane, UserGuidingSeven alternatives
Appcues, Apty, Gainsight PX, Pendo, Userlane, Userpilot, WhatfixTwo alternatives
ScreenSpace, WhatfixLlama 4 MaverickUserpilotno first choiceChangedno first choiceSupademoagainst: WalkMeno first choicenothing named
Two alternatives
Custify, SkalinThree alternatives
Appcues, UserGuiding, UserpilotQwen 3.7 FlashWhatfixUserpilotChangedWalkMeChameleonagainst: WalkMeWhatfixagainst: WalkMeagainst: Pendo, WalkMe
Three alternatives
Appcues, Pendo, WorksetTwo alternatives
Appcues, ChameleonFive alternatives
Gainsight PX, Pendo, Userlane, Userpilot, WhatfixFive alternatives
CommandBar, InAppStory, ScreenSpace, Tango, UserGuidingOne alternative
UserlaneKimi K2Userpilotagainst: Pendo, WalkMeUserpilotHeldagainst: Pendo, WalkMe, WhatfixWalkMe, WhatfixShepherd.jsagainst: WalkMe, Whatfixno first choiceagainst: Oracle Guided Learning, Pendo, Salesforce In-App Guidance, WalkMe
Three alternatives
Appcues, Userlane, WhatfixTwo alternatives
Appcues, ChameleonFive alternatives
Appcues, Apty, Pendo, Userlane, UserpilotFour alternatives
Pendo, Product Fruits, UserGuiding, UsetifulGLM 4.7 FlashXUserGuidingagainst: WalkMeUserpilotChangedagainst: Gainsight PX, Pendo, WalkMe, Whatfixno first choiceScreenSpaceagainst: Whatfixno first choiceagainst: Pendo, WalkMe, Whatfix
Three alternatives
Jimo, Product Fruits, WhatfixOne alternative
AppcuesFour alternatives
Chameleon, Floik, Pendo, UserGuidingMiniMax M2.5ChameleonUserpilotChangedagainst: PendoWalkMePendono first choicenothing named
Four alternatives
Appcues, Product Fruits, Userpilot, WhatfixTwo alternatives
Appcues, WhatfixFour alternatives
Appcues, Pendo, Userpilot, WhatfixTwo alternatives
Product Fruits, TrainnGPT-6 LunaUserpilotUserpilotHeldWalkMe, WhatfixPendo, UserGuidingno first choiceagainst: Appcues, Pendo, Product Fruits, Tango, UserGuiding, WalkMe, Whatfix
Two alternatives
Pendo, WhatfixTwo alternatives
Chameleon, PendoTwo alternatives
Appcues, PendoOne alternative
UserpilotMuse Glimmer 30BProduktly, SpekitUserpilotChangedagainst: PendoWalkMe, WhatfixScreenSpaceagainst: WalkMe, Whatfixno first choiceagainst: Appcues, Pendo, WalkMe, Whatfix
Six alternatives
Pendo, Product Fruits, Supered, Userpilot, WalkMe, WhatfixTwo alternatives
Appcues, UserGuidingFive alternatives
Appcues, Lemon Learning, Pendo, Userlane, UserpilotSeven alternatives
CommandBar, Frigade Engage, InAppStory, Pendo, ProductFruits, Produktly, UserGuidingBold 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 14:21 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:06 | yes | 2 | 8 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 14:30 | yes | 13 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:46 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:16 | yes | 13 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:58 | yes | 5 | 24 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:16 | yes | 23 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:00 | yes | 6 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:51 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:13 | yes | 18 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:25 | yes | 21 | 80 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:06 | yes | 8 | 51 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:56 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:07 | yes | 12 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:09 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:26 | yes | 6 | 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 10:14 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:51 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:45 | yes | 5 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:01 | yes | 5 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:36 | yes | 18 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:07 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:05 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:20 | yes | 19 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:06 | yes | 25 | 335 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:35 | yes | 25 | 88 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:15 | yes | 2 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:47 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:28 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:33 | yes | 4 | 6 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 12:48 | yes | 10 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:34 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:07 | yes | 10 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:50 | yes | 8 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:12 | yes | 21 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:53 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:39 | yes | 22 | 52 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:33 | yes | 14 | 47 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:01 | yes | 14 | 119 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:14 | yes | 20 | 47 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:56 | yes | 6 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:16 | yes | 14 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:36 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:58 | yes | 2 | 4 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 11:02 | yes | 9 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:52 | yes | 10 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:11 | yes | 25 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:11 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:23 | yes | 25 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:31 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:28 | yes | 5 | 16 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:03 | yes | 20 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:11 | yes | 14 | 50 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:29 | yes | 9 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:57 | yes | 4 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:32 | yes | 13 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:20 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:44 | no | 0 | 7 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 09:37 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:48 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:48 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:15 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:08 | yes | 24 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:17 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:46 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:16 | yes | 13 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:28 | yes | 14 | 54 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:52 | no | 0 | 25 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:11 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:51 | yes | 12 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:08 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:18 | yes | 5 | 10 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 09:12 | no | 0 | 15 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:54 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:12 | yes | 15 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:11 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:43 | yes | 25 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:08 | yes | 8 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:59 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:40 | yes | 25 | 51 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:19 | yes | 25 | 93 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:38 | no | 0 | 20 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:18 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:36 | yes | 15 | 20 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
None. Every name in this category resolved on its own.
Unresolved, counted raw
Amplitude Guides and Surveys
AppLearn
Candu
Cornerstone Guide
Frigade Engage
Guides.ai
Intercom Product Tours
Workset
Discontinued, still offered
No shut-down product was recommended here.