Digital adoption and onboarding for small business buyers
Asked as “digital adoption platform”, and as “in-product onboarding and user guidance tool”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
34%
Contested · Product Fruits 15%
34UserGuiding15Product Fruits11Userpilot40others
34% of first choices, contested.
Since October 2026▼−22Since October 2026: 56% → 34%, −22 points. Past the 11-point floor: movement.UserGuiding held the lead, −22 points on 56%, past the 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.This pageMid-market
Userpilot39%Contested▲+9Since October 2026: 30% → 39%, +9 points. Inside the 11-point floor: within noise.Standing →Enterprise
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.This pageMid-marketUserpilot39%Contested▲+9Since October 2026: 30% → 39%, +9 points. Inside the 11-point floor: within noise.Standing →EnterpriseWhatfix40%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01UserGuiding34%0%44endorsed leader▼−22Since October 2026: 56% → 34%, −22 points. Past the 11-point floor: movement.56% → 34%
UserGuiding34%0%44endorsed leader▼−22Since October 2026: 56% → 34%, −22 points. Past the 11-point floor: movement.56% → 34%02
Product Fruits15%0%31accepted challenger▲+11Since October 2026: 4% → 15%, +11 points. Past the 11-point floor: movement.4% → 15%
Product Fruits15%0%31accepted challenger▲+11Since October 2026: 4% → 15%, +11 points. Past the 11-point floor: movement.4% → 15%03Userpilot11%4%49accepted challenger▼−2Since October 2026: 13% → 11%, −2 points. Inside the 11-point floor: within noise.13% → 11%
Userpilot11%4%49accepted challenger▼−2Since October 2026: 13% → 11%, −2 points. Inside the 11-point floor: within noise.13% → 11%04
Userflow9%0%26accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 11-point floor: within noise.5% → 9%
Userflow9%0%26accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 11-point floor: within noise.5% → 9%05
Chameleon6%12%24accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
Chameleon6%12%24accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%06
Appcues6%29%45criticized challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
Appcues6%29%45criticized challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%08
Tango2%5%21accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Tango2%5%21accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%10
Pendo2%54%56criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Pendo2%54%56criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the two products at 0%, ordered by negative rate
12
WalkMe0%80%51criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
WalkMe0%80%51criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11Whatfix0%62%48criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Whatfix0%62%48criticized 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
010203040506C07
08S09
101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01UserGuiding34%
UserGuiding34%02Product Fruits15%
Product Fruits15%03Userpilot11%
Userpilot11%04Userflow9%
Userflow9%05Chameleon6%
Chameleon6%06Appcues6%
Appcues6%07CommandBar4%
08Tango2%
Tango2%09ScreenSpace2%
10Pendo2%
Pendo2%11Whatfix0%
Whatfix0%12WalkMe0%
WalkMe0%What they warned about
Two 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, 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.
WalkMe80%
41 of 51 labels negative · 13 of 14 models · 18 hard negative
“Cost: Generally the most expensive option on the market, targeted strictly at large enterprises." ... "Not ideal for: Startups using only a handful of very simple, intuitive tools” Muse Glimmer 30B, negative prompt
Pendo54%
30 of 56 labels negative · 13 of 14 models · 7 hard negative
“Pendo's pricing structure for monthly active users (MAU) is notoriously opaque, making it difficult for businesses to forecast costs accurately” Muse Glimmer 30B, negative prompt
Whatfix62%
30 of 48 labels negative · 12 of 14 models · 12 hard negative
“WalkMe and Whatfix — Geared toward large enterprises with heavy implementation overhead. Overkill for small teams.” DeepSeek V4 Flash, paraphrase prompt
Appcues29%
13 of 45 labels negative · 9 of 14 models · 2 hard negative
“its negative perception among small businesses has increased, with a notable drop in user preference” Mistral Small, 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
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. 910 links across 189 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 · Spotsaas35 answers · 57 citations · 10 models
vendor site · Userpilot34 answers · 54 citations · 12 models
32 answers · 50 citations · 12 models
vendor site · Capterra26 answers · 47 citations · 10 models
vendor site · Appcues25 answers · 34 citations · 12 models
vendor site · WalkMe25 answers · 30 citations · 12 models
vendor site · Software Advice25 answers · 27 citations · 11 models
vendor site · Product Fruits24 answers · 42 citations · 12 models
22 answers · 29 citations · 9 models
vendor site · UserGuiding18 answers · 26 citations · 10 models
vendor site · Guideflow17 answers · 20 citations · 10 models
16 answers · 16 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.
33 answers · 10 models
22 answers · 11 models
19 answers · 9 models
17 answers · 7 models
16 answers · 7 models
14 answers · 9 models
14 answers · 7 models
12 answers · 7 models
12 answers · 6 models
10 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 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 |
|---|---|---|---|---|---|---|---|---|
| UserGuiding userguiding.com | 34% | 111 | 390 | 0 | 9,819 | 2 | ||
| Product Fruits productfruits.com | 15% | 81 | 480 | 234 | 6,521 | 10 | ||
| Userpilot userpilot.com | 11% | 247 | 1,600 | 10 | 62,084 | 6 | ||
| Userflow userflow.com | 9% | 49 | 720 | 53 | 10,635 | $13 | 12 | |
| Chameleon chameleon.io | 6% | 73 | 246,000 | 24,293 | 4,268 | 0 | 1 | |
| Appcues appcues.com | 6% | 198 | 1,900 | 26 | 18,506 | 2 | ||
| CommandBar | 4% | |||||||
| Hopscotch hopscotch.club | 4% | 5 | 90,500 | 3,172 | 312 | 0 | ||
| Tango tango.ai | 2% | 46 | 301,000 | 21,336 | 67,291 | 42 | ||
| ScreenSpace | 2% |
Google's top ten for the two searches hold 15 sites; 1 of them are among the sites the models cited here (walkme.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 small B2B company?”Paraphrase“Which in-product onboarding and user guidance tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top digital adoption platforms for a small team and how do they differ?”Budget-constrained“What is the best digital adoption platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a digital adoption platform. What should we look at?”Negative“Which digital adoption platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5AppcuesUserpilotChangedagainst: PendoUserGuiding, Userflowno first choiceno first choiceagainst: Apty, Pendo, WalkMe, Whatfix
Five alternatives
Gainsight PX, Hopscotch, UserGuiding, Userflow, UserpilotOne alternative
UserGuidingOne alternative
ChameleonGPT-5.4 miniUserGuidingagainst: WalkMe, WhatfixUserpilotChangedUserflowagainst: Pendo, WalkMeUserpilotagainst: Pendo, WalkMeno first choiceagainst: Chameleon, Pendo, Userpilot, WalkMe, Whatfix
Two alternatives
Appcues, PendoThree alternatives
Appcues, Product Fruits, UserGuidingThree alternatives
Appcues, Chameleon, UserpilotOne alternative
AppcuesGemini 3.5 FlashUserGuidingagainst: Appcues, WalkMe, WhatfixUserflowChangedagainst: Pendo, WalkMe, WhatfixUserGuidingagainst: WalkMe, WhatfixUserGuidingagainst: WalkMe, WhatfixAppcues, Spekitagainst: WalkMe, Whatfixagainst: Apty, Pendo, WalkMe, Whatfix
Three alternatives
Tango, Userflow, UserpilotThree alternatives
Chameleon, Product Fruits, UserpilotFour alternatives
Appcues, Tango, Userflow, UserpilotFour alternatives
Guidde, HelpHero, Product Fruits, TangoSeven alternatives
Lemon Learning, Product Fruits, Stonly, Tango, UserGuiding, Userlane, UserpilotPerplexity SonarUserGuidingagainst: PendoUserGuidingHeldUserGuidingagainst: WalkMe, WhatfixHelpHerono first choiceagainst: Pendo, WalkMe, Whatfix
Three alternatives
Tango, Userflow, UserpilotTwo alternatives
Appcues, UserpilotFive alternatives
Appcues, Pendo, Tango, Userflow, UserpilotThree alternatives
Pendo, Tango, UserGuidingGrok 4.20Product Fruits, UserGuidingagainst: Pendo, Scribe, Tango, WalkMe, WhatfixUserGuidingChangedagainst: AppcuesUserGuidingagainst: WalkMe, WhatfixProduct Fruitsagainst: Appcues, Chameleon, Pendo, WalkMe, Whatfixno first choiceagainst: Pendo, WalkMe, Whatfix
One alternative
UserpilotTwo alternatives
Intercom, UserpilotFour alternatives
Appcues, Pendo, Product Fruits, UserpilotTwo alternatives
Nickelled, ScreenSpaceMistral SmallCommandBarUserpilotChangedagainst: Appcues, ChameleonUserpilotagainst: Pendo, WalkMeScreenSpaceno first choiceagainst: Appcues, Pendo, WalkMe
Four alternatives
Product Fruits, ScreenSpace, Userpilot, WhatfixOne alternative
Product FruitsNine alternatives
Appcues, Apty, Chameleon, CommandBar, ScreenSpace, Tango, UserGuiding, Userlane, WhatfixTwo alternatives
Chameleon, CommandBarDeepSeek V4 FlashUserGuidingagainst: Pendo, WalkMe, WhatfixUserpilotChangedagainst: GUIDEcx, Rocketlane, WalkMe, WhatfixAppcues, Chameleonagainst: Pendo, WalkMeProduct Fruitsagainst: Appcues, Pendo, WalkMe, Whatfixno first choiceagainst: Pendo, WalkMeagainst: Pendo, WalkMe, Whatfix
Three alternatives
Appcues, ProductFruits, UserpilotFour alternatives
Appcues, Chameleon, Pendo, Product FruitsTwo alternatives
Userpilot, WhatfixThree alternatives
HelpHero, UserGuiding, UserflowFour alternatives
Appcues, Chameleon, UserGuiding, WhatfixLlama 4 MaverickChameleonUserGuidingChangedno first choiceChameleonno first choicenothing named
Four alternatives
CommandBar, InAppStory, ScreenSpace, WhatfixFive alternatives
CommandBar, InAppStory, ScreenSpace, Tango, UserGuidingQwen 3.7 FlashTangoagainst: Pendo, WalkMeProduct FruitsChangedagainst: PendoUserpilotagainst: WalkMe, WhatfixUserGuidingagainst: ScreenSpaceno first choiceagainst: WalkMeagainst: Pendo, WalkMe
Three alternatives
CommandBar, Userpilot, WhatfixThree alternatives
GUIDEcx, Rocketlane, UserpilotThree alternatives
Appcues, Pendo, SpekitTwo alternatives
Chameleon, TangoKimi K2UserGuiding, Userpilotagainst: Appcues, Pendo, WalkMe, WhatfixUserGuidingChangedagainst: AppcuesProduct Fruitsagainst: PendoProduct Fruitsagainst: Pendo, Userlane, WhatfixHopscotch, Product Fruits, Userflowagainst: WalkMe, Whatfixagainst: Appcues, Appcues "Spark", Pendo, WalkMe, Whatfix
Two alternatives
Product Fruits, UserflowOne alternative
UserpilotFive alternatives
Appcues, Scribe, Tango, UserGuiding, UserpilotTwo alternatives
CommandBar, UserflowTwo alternatives
Appcues, UserpilotGLM 4.7 FlashXUserGuidingHopscotchChangedChameleon, UserpilotProduct Fruits, UserGuidingno first choiceagainst: Appcues, Pendo, WalkMe, Whatfix
Two alternatives
Appcues, UserpilotThree alternatives
Appcues, Pendo, UserGuidingFour alternatives
Appcues, CommandBar, InAppStory, SpekitTwo alternatives
Chameleon, ScreenSpaceMiniMax M2.5UserGuidingAppcues, UserflowChangedagainst: Intercom, PendoAppcues, Userpilotagainst: WalkMeCommandBar, InAppStoryagainst: WalkMeno first choiceagainst: WalkMeagainst: Appcues, Userpilot, WalkMe, Whatfix
Three alternatives
Shepherd.js, Userpilot, WhatfixOne alternative
PendoOne alternative
AppcuesGPT-6 LunaUserflowUserflowHeldProduct Fruitsagainst: Appcues, WalkMe, WhatfixProduct FruitsPendoagainst: Pendo, WalkMe, Whatfix
Two alternatives
Product Fruits, UserGuidingOne alternative
PendoThree alternatives
Pendo, Userflow, UserpilotOne alternative
TangoMuse Glimmer 30BChameleon, UserGuidingUserGuidingChangedagainst: AppcuesChameleonagainst: WalkMe, WhatfixUserGuidingno first choiceagainst: Pendo, WalkMe, Whatfix
Two alternatives
ScreenSpace, UserpilotTwo alternatives
Product Fruits, UserpilotThree alternatives
Appcues, UserGuiding, UserpilotNine alternatives
Bytes Route, CommandBar, Dock, Floik, Pendo, Product Fruits, ScreenSpace, Supered, UserorbitBold 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 12:55 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:26 | yes | 4 | 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 09:48 | yes | 14 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:51 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:21 | yes | 24 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:55 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:40 | yes | 25 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:39 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:36 | yes | 5 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:54 | yes | 18 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:29 | yes | 25 | 43 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:46 | yes | 5 | 15 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:05 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:22 | yes | 14 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:49 | yes | 20 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:46 | yes | 5 | 4 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 11:01 | no | 0 | 11 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:46 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:40 | yes | 10 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:39 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:45 | yes | 23 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:16 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:49 | yes | 10 | 50 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:11 | yes | 15 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:16 | yes | 24 | 73 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:21 | no | 0 | 14 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:31 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:11 | yes | 14 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:57 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:14 | yes | 6 | 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 10:02 | yes | 10 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:01 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:38 | yes | 13 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:11 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:41 | yes | 19 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:08 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:54 | yes | 10 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:47 | yes | 25 | 46 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:14 | yes | 20 | 78 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:37 | yes | 15 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:52 | yes | 6 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:17 | yes | 14 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:57 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:31 | yes | 5 | 6 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 09:25 | yes | 8 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:35 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:47 | yes | 23 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:28 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:09 | yes | 25 | 41 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:33 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:02 | yes | 5 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:17 | yes | 15 | 36 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:58 | yes | 13 | 83 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:14 | yes | 10 | 31 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:38 | yes | 2 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:25 | yes | 12 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:37 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:14 | no | 0 | 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 09:23 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:44 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:34 | yes | 5 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:28 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:25 | yes | 20 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:29 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:17 | no | 0 | 22 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:39 | yes | 18 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:29 | yes | 10 | 29 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:06 | yes | 10 | 76 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:46 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:43 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:43 | yes | 15 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:31 | yes | 6 | 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 12:09 | yes | 14 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:35 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:18 | yes | 18 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:24 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:56 | yes | 24 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:12 | yes | 9 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:53 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:22 | yes | 25 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:33 | yes | 24 | 210 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:24 | yes | 22 | 68 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:47 | yes | 5 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:38 | yes | 15 | 19 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
Appcues "Spark"
Apptio Activate
Bento
Bytes Route
JumpSeat
Stilo
Userorbit
Discontinued, still offered
No shut-down product was recommended here.