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. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
56%
Clear leader
56UserGuiding13Userpilot05Userflow25others
56% of first choices, clear leader.
Since September 2026▲+11Since September 2026: 44% → 55%, +11 points. Past the 11-point floor: movement. Read over the models both editions asked.UserGuiding held the lead, +11 points on 44%, 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
UserGuiding56%Clear leader▲+11Since September 2026: 44% → 55%, +11 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageMid-market
Userpilot30%Contested▼−2Since September 2026: 29% → 27%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
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.This pageMid-marketUserpilot30%Contested▼−2Since September 2026: 29% → 27%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseWhatfix36%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01UserGuiding56%2%59endorsed leader▲+11Since September 2026: 44% → 55%, +11 points. Past the 11-point floor: movement. Read over the models both editions asked.44% → 55%
UserGuiding56%2%59endorsed leader▲+11Since September 2026: 44% → 55%, +11 points. Past the 11-point floor: movement. Read over the models both editions asked.44% → 55%02Userpilot13%17%52accepted challenger▲+4Since September 2026: 11% → 15%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 15%
Userpilot13%17%52accepted challenger▲+4Since September 2026: 11% → 15%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 15%03
Userflow5%0%22accepted challenger▲+1Since September 2026: 6% → 6%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 6%
Userflow5%0%22accepted challenger▲+1Since September 2026: 6% → 6%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 6%04
Tango4%0%20accepted challenger▼−1Since September 2026: 6% → 4%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 4%
Tango4%0%20accepted challenger▼−1Since September 2026: 6% → 4%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 4%05
Product Fruits4%0%18accepted challenger▲+1Since September 2026: 4% → 4%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%
Product Fruits4%0%18accepted challenger▲+1Since September 2026: 4% → 4%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 4%06
Chameleon4%12%24accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Chameleon4%12%24accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%07
Pendo4%64%45criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Pendo4%64%45criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%08
Appcues2%17%47accepted challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 2%
Appcues2%17%47accepted challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 2%Show the two products at 0%, ordered by negative rate
09
WalkMe0%88%40criticized 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%88%40criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10Whatfix0%87%45criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Whatfix0%87%45criticized 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
One product takes 56% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Three products carry a negative rate above 25% in this category.
What they warned about
Five of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
WalkMe88%
35 of 40 labels negative · 13 of 14 models · 17 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"; "this is overkill"” Muse Glimmer 30B, negative prompt
Whatfix87%
39 of 45 labels negative · 13 of 14 models · 15 hard negative
“**Whatfix/Apty** — enterprise-focused Digital Adoption Platforms with enterprise-level pricing and complexity” DeepSeek V4 Flash, paraphrase prompt
Pendo64%
29 of 45 labels negative · 13 of 14 models · 13 hard negative
“This platform has multiple drawbacks for small businesses: The pricing is expensive, and the interface and initial setup process are overwhelming” Claude Haiku 4.5, negative prompt
Userpilot17%
9 of 52 labels negative · 7 of 14 models · 2 hard negative
“What to avoid for small B2B businesses: **Userpilot** ... more expensive and feature-heavy than most small businesses need” DeepSeek V4 Flash, paraphrase 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
79 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. 1036 links across 172 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 · Userpilot49 answers · 93 citations · 14 models
vendor site · Guideflow47 answers · 76 citations · 11 models
43 answers · 65 citations · 14 models
39 answers · 42 citations · 11 models
vendor site · Appcues31 answers · 42 citations · 13 models
vendor site · UserGuiding25 answers · 60 citations · 9 models
vendor site · Product Fruits21 answers · 33 citations · 10 models
vendor site · Chameleon20 answers · 31 citations · 10 models
vendor site · Userflow20 answers · 22 citations · 10 models
vendor site · Pendo20 answers · 21 citations · 9 models
vendor site · Apty19 answers · 23 citations · 9 models
vendor site · Guidde16 answers · 25 citations · 10 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 · 11 models
31 answers · 12 models
30 answers · 11 models
29 answers · 13 models
18 answers · 9 models
16 answers · 9 models
14 answers · 7 models
14 answers · 10 models
13 answers · 8 models
13 answers · 8 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 | 56% | 163 | 390 | 0 | 9,819 | 2 | ||
| Userpilot userpilot.com | 13% | 251 | 1,600 | 10 | 62,084 | 6 | ||
| Userflow userflow.com | 5% | 42 | 720 | 53 | 10,635 | $13 | 12 | |
| Tango tango.ai | 4% | 36 | 301,000 | 21,336 | 67,291 | 42 | ||
| Product Fruits productfruits.com | 4% | 54 | 480 | 234 | 6,521 | 10 | ||
| Chameleon chameleon.io | 4% | 86 | 246,000 | 24,293 | 4,268 | 0 | 1 | |
| Usetiful usetiful.com | 4% | 8 | ||||||
| Supademo supademo.com | 4% | 144 | 2,900 | 41 | 20,082 | 1 | ||
| Pendo pendo.io | 4% | 420 | 12,100 | 761 | 19,185 | $3,609 | 93 | 5 |
| Appcues appcues.com | 2% | 226 | 1,900 | 26 | 18,506 | 2 |
Google's top ten for the two searches hold 15 sites; 2 of them are among the sites the models cited here (chameleon.io, pendo.io). 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 4.5UserGuidingUserGuidingHeldagainst: AppcuesHopscotch, UserGuidingSupademono first choiceagainst: Appcues, ClickLearn, Pendo, Userpilot, WalkMe, Whatfix
Two alternatives
Userflow, UserpilotFour alternatives
Arrows, Dock, OnRamp, Product FruitsThree alternatives
Appcues, Userflow, UserpilotFour alternatives
Appcues, HelpHero, UserGuiding, UsetifulGPT-5.4 miniUserGuiding, Userpilotagainst: WalkMe, WhatfixUserpilotChangedPendoagainst: WalkMeUserGuidingagainst: WalkMe, Whatfixno first choiceagainst: Apty, Chameleon, Pendo, Userpilot, Whatfix
Two alternatives
Appcues, PendoOne alternative
WhatfixOne alternative
AppcuesGemini 3.5 FlashTango, Userflowagainst: WalkMe, WhatfixProduct FruitsChangedagainst: UserGuidingTango, UserGuidingagainst: WalkMe, WhatfixUsetifulagainst: Appcues, Pendo, Userpilot, WalkMe, WhatfixSpekit, Userflowagainst: WalkMe, Whatfixagainst: Apty, Pendo, Userlane, WalkMe, Whatfix
Four alternatives
Guidde, Product Fruits, Scribe, UserGuidingTwo alternatives
Userflow, UserpilotFour alternatives
Frigade, Guidde, Userflow, UserpilotSix alternatives
Driver.js, Guidde, Intro.js, Scribe, Tango, UserGuidingFive alternatives
Appcues, Product Fruits, Scribe, Tango, UserpilotPerplexity SonarUserGuidingagainst: UserpilotUserpilotChangedagainst: PendoUserGuidingagainst: Pendo, WalkMe, WhatfixUserGuidingagainst: Userpilotno first choiceagainst: Pendo, WalkMe, Whatfix
Two alternatives
Kompassify, UserflowTwo alternatives
Appcues, ChameleonFour alternatives
Guideflow, Tango, Userflow, UserpilotOne alternative
GuideflowGrok 4.1 FastUserGuidingagainst: Apty, Pendo, WhatfixUserGuidingHeldagainst: Appcues, ChameleonProduct Fruits, UserGuidingagainst: Pendo, WalkMe, WhatfixUserGuidingagainst: Candu, Dock, Pendo, WalkMe, Whatfixno first choiceagainst: Gainsight PX, Pendo, WalkMe, Whatfix
Two alternatives
Appcues, UserpilotTwo alternatives
Product Fruits, UserpilotThree alternatives
Chameleon, Tango, UserpilotFour alternatives
BeeLine, Inline Manual, ProductFruits, TangoMistral SmallUserGuidingUserpilotChangedUserpilotagainst: PendoChameleon, UserGuidingPendoagainst: WalkMe, Whatfixagainst: WalkMe
Two alternatives
Appcues, UserpilotFour alternatives
Appcues, Product Fruits, Tango, UserGuidingOne alternative
UserflowTwo alternatives
Appcues, UserpilotDeepSeek V4 FlashUserGuidingagainst: Pendo, WalkMe, WhatfixUserGuidingHeldagainst: Apty, Jimo, Userpilot, WhatfixUserGuiding, Userpilotagainst: ChameleonUserGuidingagainst: Pendo, WalkMe, WhatfixUserGuidingagainst: Pendo, WalkMe, Whatfixagainst: Apty, Pendo, Spekit, Userlane, Userpilot, WalkMe, Whatfix
One alternative
ChameleonTwo alternatives
Chameleon, Product FruitsTwo alternatives
Spekit, TangoThree alternatives
Chameleon, Hopscotch, UserpilotThree alternatives
Appcues, Chameleon, UserpilotLlama 4 MaverickUserGuidingUserGuidingHeldno first choiceUserGuidingno first choicenothing named
Three alternatives
Appcues, Chameleon, UserflowFour alternatives
Appcues, Pendo, Userpilot, WhatfixQwen 3.7 FlashUserGuidingagainst: WhatfixSupademoChangedagainst: Appcues, PendoUserGuidingAppcuesagainst: WalkMe, Whatfixno first choiceagainst: Pendo, WalkMe, Whatfix
Three alternatives
Appcues, Chameleon, UserflowOne alternative
UserpilotThree alternatives
Appcues, Saviy, Step by StepThree alternatives
Pendo, UserGuiding, UserpilotKimi K2UserGuiding, Userpilotagainst: Appcues, Pendo, WalkMe, WhatfixUserflowChangedagainst: PendoUserGuidingagainst: AppcuesUserGuidingagainst: WalkMe, Whatfixno first choiceagainst: WalkMe, Whatfixagainst: Pendo, Userpilot, WalkMe, Whatfix
One alternative
TangoTwo alternatives
Product Fruits, UserGuidingThree alternatives
Product Fruits, Spekit, UserpilotThree alternatives
Guidde, Pendo, TangoGLM 4.7 FlashXUserpilotagainst: Pendo, WalkMe, WhatfixUserGuidingChangedagainst: Intercom, Pendo, WalkMeProduct FruitsUserGuidingno first choicenothing named
Two alternatives
Appcues, UserGuidingTwo alternatives
Appcues, UserpilotFive alternatives
Appcues, Hansel.io, Tango, UserGuiding, UserpilotThree alternatives
Spekit, Tango, WalkMeMiniMax M2.5UserpilotUserGuidingChangedUserflow, WhatfixProduct Fruits, UserGuidingagainst: Appcues, Pendo, WalkMe, WhatfixTango, UserGuidingagainst: Userpilot, WalkMe, Whatfix
Two alternatives
Appcues, UserGuidingThree alternatives
Appcues, Rocketlane, UserflowTwo alternatives
Chameleon, UserpilotOne alternative
GuideflowTwo alternatives
Pendo, UserpilotGPT-6 LunaUserGuidingagainst: WhatfixChameleonChangedUserGuidingagainst: WhatfixPendoagainst: Whatfixno first choiceagainst: Pendo, WalkMe, Whatfix
Two alternatives
Pendo, UserpilotOne alternative
UserpilotThree alternatives
Appcues, Pendo, UserpilotOne alternative
Product FruitsMuse Glimmer 30BUserGuidingagainst: Pendo, WalkMe, WhatfixUserGuidingHeldagainst: PendoUserGuidingagainst: Apty, Pendo, WalkMe, WhatfixUserGuidingagainst: WalkMe, WhatfixUserGuiding, Usetifulagainst: Apty, Pendo, WalkMe, Whatfix
Five alternatives
Appcues, Inline Manual, Product Fruits, Userpilot, UsetifulOne alternative
AppcuesFive alternatives
Hopscotch, Product Fruits, Tango, Userflow, UserpilotThree alternatives
Chameleon, Hopscotch, PendoBold 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 12:24 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:28 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:08 | yes | 16 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 12:46 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:46 | yes | 24 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:57 | yes | 5 | 2 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:46 | yes | 25 | 43 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:26 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:24 | yes | 5 | 14 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:44 | yes | 15 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:04 | yes | 21 | 34 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:17 | yes | 10 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:37 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:19 | yes | 15 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:00 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:37 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:39 | yes | 18 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:51 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:16 | yes | 25 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:38 | yes | 5 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:19 | yes | 25 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:41 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:02 | yes | 9 | 43 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:17 | yes | 18 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:19 | yes | 24 | 215 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:59 | yes | 15 | 40 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:12 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:12 | yes | 23 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:35 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:15 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:04 | yes | 17 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 13:58 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:35 | yes | 20 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:12 | yes | 15 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:08 | yes | 19 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:25 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:26 | no | 0 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:04 | yes | 23 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:51 | yes | 18 | 70 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:31 | yes | 9 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:01 | yes | 6 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:37 | yes | 12 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:56 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 14:16 | yes | 1 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:05 | yes | 16 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:57 | yes | 14 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:28 | yes | 23 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:23 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:13 | yes | 25 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:58 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:25 | yes | 5 | 20 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:28 | yes | 10 | 11 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:07 | yes | 14 | 46 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:20 | yes | 10 | 12 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:51 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:55 | yes | 14 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:53 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:02 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:49 | yes | 8 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:41 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:11 | yes | 19 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:24 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:53 | yes | 21 | 49 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:15 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:49 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:51 | yes | 10 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:48 | yes | 14 | 43 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:59 | yes | 5 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:03 | yes | 1 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:55 | yes | 12 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:13 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:58 | yes | 2 | 3 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:43 | yes | 14 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 07:41 | yes | 18 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:10 | yes | 22 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:56 | yes | 5 | 2 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:24 | yes | 25 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:40 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:47 | yes | 19 | 53 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:48 | yes | 24 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:26 | yes | 25 | 85 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:52 | yes | 12 | 24 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:34 | yes | 3 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:39 | yes | 16 | 27 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
BeeLine
Candu
Glitter AI
Hansel.io
Kompassify
Saviy
Step by Step
Discontinued, still offered
No shut-down product was recommended here.