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. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
44%
Clear leader
44UserGuiding11Userpilot09HelpHero35others
44% of first choices, clear leader.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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 PendoUserpilot vs AppcuesUserpilot vs UserlaneUserpilot vs AptyUserGuiding vs WhatfixUserGuiding vs HelpHeroUserGuiding vs PendoUserGuiding vs AppcuesUserGuiding vs UserlaneUserGuiding vs AptyWhatfix vs HelpHeroWhatfix vs PendoWhatfix vs AppcuesWhatfix vs UserlaneWhatfix vs AptyHelpHero vs PendoHelpHero vs AppcuesHelpHero vs UserlaneHelpHero vs AptyPendo vs AppcuesPendo vs UserlanePendo vs AptyAppcues vs UserlaneAppcues vs AptyUserlane vs Apty
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 →
01
02
03
04
05
06
07
08
09
10
11
12
13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01UserGuiding44%
UserGuiding44%02Userpilot11%
Userpilot11%03HelpHero9%
HelpHero9%04Appcues7%
Appcues7%05Tango6%
Tango6%06Userflow6%
Userflow6%07Product Fruits4%
Product Fruits4%08ProductFruits4%
ProductFruits4%09Pendo2%
Pendo2%10Hopscotch0%
Hopscotch0%11Chameleon0%
Chameleon0%12Apty0%
Apty0%13Whatfix0%
Whatfix0%14WalkMe0%
WalkMe0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
WalkMe95%
37 of 39 labels negative · 11 of 12 models · 20 hard negative
“cautious with enterprise-first digital adoption platforms—especially WalkMe and Whatfix—because multiple sources describe them as costly and better suited to larger organizations” Perplexity Sonar, negative prompt
Whatfix79%
30 of 38 labels negative · 11 of 12 models · 15 hard negative
“WalkMe and Whatfix: For smaller businesses, there're chances that it won't pay off, as it's pricey and can demand extra hands to manage it.” Claude Haiku 4.5, negative prompt
Pendo53%
18 of 34 labels negative · 9 of 12 models · 4 hard negative
“platforms small businesses should avoid or approach with extreme caution ... 2. Pendo Red flags: Steep learning curve” Mistral Small, negative prompt
Apty92%
11 of 12 labels negative · 8 of 12 models · 6 hard negative
“Why to Avoid: Apty uses a "per app" licensing model, currently starting around $9,500 per app, per year.” Qwen 3.7 Flash, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
21 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 269 links across 95 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Userpilot13 answers · 18 citations · 4 models
vendor site · Appcues12 answers · 14 citations · 4 models
vendor site · Guideflow9 answers · 15 citations · 3 models
8 answers · 8 citations · 3 models
vendor site · Userflow8 answers · 8 citations · 4 models
vendor site · Apty7 answers · 12 citations · 3 models
vendor site · Pendo7 answers · 7 citations · 3 models
vendor site · Medium6 answers · 7 citations · 2 models
vendor site · WalkMe6 answers · 7 citations · 3 models
vendor site · YouTube5 answers · 16 citations · 1 model
5 answers · 7 citations · 3 models
vendor site · Gartner5 answers · 5 citations · 2 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.
9 answers · 4 models
8 answers · 3 models
7 answers · 3 models
6 answers · 3 models
6 answers · 2 models
5 answers · 3 models
5 answers · 2 models
5 answers · 3 models
5 answers · 2 models
5 answers · 3 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 |
|---|---|---|---|---|---|---|---|
| UserGuiding userguiding.com | 44% | 111 | 390 | 0 | 9,819 | 2 | |
| Userpilot userpilot.com | 11% | 247 | 1,600 | 10 | 62,084 | 6 | |
| HelpHero helphero.co | 9% | 10 | 480 | 0 | |||
| Appcues appcues.com | 7% | 198 | 1,900 | 26 | 18,506 | 2 | |
| ProductFruits productfruits.com Product Fruits 4%, ProductFruits 4% | 7% | 81 | 480 | 234 | 6,521 | 10 | |
| Tango tango.ai | 6% | 46 | 301,000 | 21,336 | 67,291 | 42 | |
| Userflow userflow.com | 6% | 49 | 720 | 53 | 10,635 | $13 | 12 |
| Usetiful usetiful.com | 2% | 6 | |||||
| Lemon Learning lemonlearning.com | 2% | 17 | |||||
| Produktly produktly.com | 2% | 17 |
Google's top ten for the two searches hold 15 sites; 5 of them are among the sites the models cited here (gartner.com, medium.com, pendo.io, walkme.com, youtube.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 4.5no first choiceagainst: Apptio Nucleus, WalkMeUserGuiding, UserpilotChangedAppcuesUserGuidingno first choiceagainst: WalkMe, Whatfix
Three alternatives
Arrows, GUIDEcx, OnRampTwo alternatives
Pendo, UserGuidingThree alternatives
HelpHero, Product Fruits, Tour KitGPT-5.4 miniAppcues, Userpilotagainst: WalkMe, WhatfixUserGuidingChangedagainst: Pendo, WalkMeUserflowagainst: WalkMe, WhatfixUserGuidingagainst: Appcues, WalkMeno first choiceagainst: WalkMe, Whatfix
Two alternatives
HelpHero, PendoTwo alternatives
Appcues, UserpilotThree alternatives
Appcues, Pendo, UserGuidingOne alternative
UserpilotGemini 3.5 FlashUserflowagainst: Pendo, WalkMe, WhatfixUserflowHeldagainst: Appcues, PendoTango, Userflowagainst: WalkMe, WhatfixProduktly, Usetifulagainst: WalkMe, WhatfixTango, Userflowagainst: WalkMe, Whatfixagainst: Appcues, Apty, Pendo, WalkMe, Whatfix
Five alternatives
Scribe, Tango, Trainual, UserGuiding, UserpilotTwo alternatives
Product Fruits, UserpilotFour alternatives
Guidde, Scribe, UserGuiding, UserpilotThree alternatives
Guidde, Tango, UserGuidingFive alternatives
Appcues, Guidde, Scribe, UserGuiding, UserpilotPerplexity SonarUserGuidingUserpilotChangedUserGuidingagainst: WalkMe, WhatfixUserGuidingno first choiceagainst: Apty, WalkMe, Whatfix
One alternative
TangoFour alternatives
Arrows, Dock, OnRamp, UserGuidingFive alternatives
Appcues, Hopscotch, Tango, Userflow, UserpilotThree alternatives
HelpHero, Shepherd.js, TangoGrok 4.20ProductFruits, UserGuidingagainst: Pendo, WalkMe, WhatfixUserGuidingChangedagainst: AppcuesHelpHero, UserGuidingagainst: WalkMe, WhatfixHelpHero, Product Fruitsagainst: Pendo, WalkMe, WhatfixUserGuiding, Userpilotagainst: WalkMe, Whatfixagainst: Apty, ClickLearn, Gainsight PX, Pendo, WalkMe, Whatfix
Three alternatives
HelpHero, Userflow, UserpilotTwo alternatives
Product Fruits, UserpilotFive alternatives
Hopscotch, Pendo, ProductFruits, Tango, UserpilotThree alternatives
Guideflow, Tango, UserGuidingThree alternatives
HelpHero, ProductFruits, TangoMistral SmallUserGuidingagainst: Appcues, Pendo, WalkMe, WhatfixUserpilotChangedagainst: Pendo, Userlane, WalkMe, WhatfixHelpHero, UserGuidingagainst: Pendo, WalkMe, WhatfixHelpHero, Tango, UserGuidingUserGuidingagainst: Pendo, Tango, Userpilot, WalkMe, Whatfix
Three alternatives
Supademo, Tango, UserflowTwo alternatives
Appcues, UserGuidingFive alternatives
Hopscotch, ProductFruits, Tango, Userflow, UserpilotTwo alternatives
Hopscotch, ScreenSpaceThree alternatives
Appcues, Chameleon, TangoDeepSeek V4 FlashUserGuidingagainst: Pendo, WalkMe, WhatfixUserGuidingHeldUserGuidingagainst: Apty, WalkMe, WhatfixHelpHeroagainst: PendoProductFruits, UserGuidingagainst: Apty, WalkMe, Whatfixagainst: Apty, Pendo, Userlane, WalkMe, Whatfix
Two alternatives
Appcues, UserpilotFive alternatives
Appcues, Chameleon, Intercom, Supademo, UserpilotSix alternatives
Appcues, Chameleon, Pendo, Product Fruits, Userflow, UserpilotThree alternatives
CommandBar, Kompassify, UserGuidingThree alternatives
Appcues, Chameleon, UserpilotLlama 4 MaverickUserGuidingno first choiceChangedChameleonUserGuidingno first choicenothing named
Three alternatives
Guideflow, Jimo, UserflowFour alternatives
Appcues, Tango, UserGuiding, UserpilotThree alternatives
Appcues, Guideflow, Product FruitsQwen 3.7 FlashUserGuidingagainst: Apty, WalkMe, WhatfixUserpilotChangedagainst: WalkMeUserGuidingUserGuidingagainst: MindTickle, WalkMeAppcuesagainst: WalkMeagainst: Apty, ClickLearn, Gainsight PX, Pendo, WalkMe, Whatfix
Four alternatives
Appcues, Guideflow, Product Fruits, UserpilotOne alternative
IntercomThree alternatives
Tango, Userpilot, Visual SPThree alternatives
Appcues, Notion, TangoOne alternative
WhatfixKimi K2UserGuidingagainst: Apty, WalkMe, WhatfixProduct FruitsChangedagainst: UserpilotUserGuidingUserGuidingHelpHero, UserGuidingagainst: Appcues, Pendo, SAP Enable Now, Tango, Userpilot, WalkMe, Whatfix
Four alternatives
Appcues, Pendo, Product Fruits, UserpilotOne alternative
UserGuidingFour alternatives
Appcues, Tango, Userflow, UserpilotFour alternatives
HelpHero, Pendo, Shepherd.js, Tour KitTwo alternatives
Pendo, UserpilotGLM 4.7 FlashXAppcues, Inline Manualagainst: PendoAppcuesChangedPendoagainst: Userpilot, WalkMe, WhatfixPendono first choiceagainst: Appcues, Apty, Chameleon, ClickLearn, Inline Manual, Spekit, WalkMe, uPerform
One alternative
RendemoThree alternatives
Guideflow, UserGuiding, UserpilotTwo alternatives
Appcues, Product FruitsTwo alternatives
HelpHero, UserGuidingMiniMax M2.5Lemon Learning, UserGuidingUserGuidingChangedTango, UserGuidingHelpHero, Tangono first choiceagainst: Apty, Pendo, WalkMe, Whatfix
Two alternatives
Guideflow, WhatfixTwo alternatives
Appcues, UserflowThree alternatives
Appcues, Userpilot, UsetifulThree alternatives
Chameleon, UserGuiding, WhatfixThree alternatives
Chameleon, Product Fruits, 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.
Seventy-two 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 | 2026-09-15 04:29 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:16 | yes | 1 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:45 | yes | 18 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 03:17 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:14 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:29 | yes | 0 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:56 | yes | 0 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:54 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:17 | yes | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 05:03 | yes | 0 | 42 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:53 | yes | 0 | 113 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:15 | yes | 0 | 9 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:23 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:18 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:54 | yes | 14 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 03:36 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:48 | yes | 0 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:45 | yes | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:40 | yes | 0 | 35 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:08 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:50 | no | 0 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:26 | yes | 0 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:43 | yes | 0 | 11 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:17 | yes | 0 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:50 | yes | 5 | 6 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:17 | yes | 6 | 14 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:21 | yes | 18 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-14 23:41 | yes | 20 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:30 | yes | 0 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:16 | yes | 0 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:10 | yes | 0 | 19 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:44 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:16 | yes | 0 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:22 | yes | 0 | 46 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:35 | yes | 0 | 25 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:31 | yes | 0 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:08 | yes | 6 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:03 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:45 | yes | 17 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 01:49 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:44 | yes | 0 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:52 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:50 | yes | 0 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:02 | yes | 0 | 8 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:05 | no | 0 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:38 | yes | 0 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:55 | yes | 0 | 107 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:24 | yes | 0 | 13 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:06 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:00 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:55 | yes | 10 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 03:40 | yes | 20 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:12 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:25 | yes | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:51 | yes | 0 | 18 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:48 | yes | 0 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:53 | no | 0 | 43 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:38 | yes | 0 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:11 | yes | 0 | 98 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:57 | yes | 0 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:25 | yes | 15 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:23 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:14 | yes | 18 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-14 23:29 | yes | 20 | 15 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:35 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:27 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:27 | yes | 0 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:48 | yes | 0 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 22:59 | yes | 0 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:40 | yes | 0 | 59 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:02 | yes | 0 | 33 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:21 | yes | 0 | 17 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
Apptio Nucleus
Kompassify
Optimind
Visual SP (formerly WalkMe for Startups)
Discontinued, still offered
No shut-down product was recommended here.