Client onboarding platforms for enterprise buyers
Asked as “client onboarding platform”, and as “customer implementation and onboarding project tool”, on behalf of an enterprise B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
41%
Clear leader
41Rocketlane25GUIDEcx08OnRamp25others
41% 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 fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five products at 0%, ordered by negative rate
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 fifteen head-to-head pages: the top six products, each against each
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 →
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07
08
09
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13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Rocketlane41%
Rocketlane41%02GUIDEcx25%
GUIDEcx25%03OnRamp8%
OnRamp8%04Moxo2%
Moxo2%05Gainsight2%
Gainsight2%06Planhat2%
Planhat2%07Arrows2%
Arrows2%08Asana2%
Asana2%09Dock0%
Dock0%10ChurnZero0%
ChurnZero0%11Pendo0%
Pendo0%12Userpilot0%
Userpilot0%13Monday.com0%
Monday.com0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Asana69%
9 of 13 labels negative · 8 of 14 models · 5 hard negative
“Tools repeatedly flagged as not built for enterprise external onboarding * **Asana and Notion.** Analyst round-ups specifically exclude them from client onboarding shortlists” Muse Glimmer 30B, negative prompt
Rocketlane17%
11 of 64 labels negative · 8 of 14 models · 5 hard negative
“Steer clear of solutions with known performance issues at scale ... Rocketlane ... users report several concerning issues” Kimi K2, negative prompt
Notion100%
6 of 6 labels negative · 6 of 14 models · 4 hard negative
“Asana and Notion were left out because they need heavy workarounds to restrict client access and lack native milestone sign-offs” Perplexity Sonar, negative prompt
Monday.com55%
6 of 11 labels negative · 6 of 14 models · 2 hard negative
“Internal project tools that lack purpose-built client collaboration, milestone tracking, and PSA features” Kimi K2, 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
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1150 links across 260 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Rocketlane51 answers · 70 citations · 13 models
vendor site · Zite42 answers · 53 citations · 12 models
vendor site · Guidde37 answers · 93 citations · 12 models
vendor site · GUIDEcx36 answers · 50 citations · 12 models
32 answers · 58 citations · 13 models
vendor site · Userpilot29 answers · 29 citations · 12 models
vendor site · Docebo26 answers · 26 citations · 11 models
vendor site · Monday.com25 answers · 25 citations · 11 models
24 answers · 24 citations · 11 models
vendor site · Valuecase23 answers · 26 citations · 11 models
22 answers · 24 citations · 10 models
vendor site · OnRamp15 answers · 17 citations · 7 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.
35 answers · 11 models
34 answers · 12 models
28 answers · 11 models
26 answers · 11 models
24 answers · 11 models
22 answers · 10 models
20 answers · 9 models
20 answers · 9 models
19 answers · 10 models
19 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 client onboarding platform”, “client onboarding 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 |
|---|---|---|---|---|---|---|---|
| Rocketlane rocketlane.com | 41% | 178 | 3,600 | 52 | 15,010 | $7,649 | 55 |
| GUIDEcx guidecx.com | 25% | 136 | 1,600 | 7 | 3,425 | 0 | |
| OnRamp onramp.us | 8% | 60 | 14,800 | 750 | 13,068 | 0 | |
| Guidde guidde.com | 4% | 25 | |||||
| Moxo moxo.com | 2% | 51 | 1,900 | 95 | 13,110 | 27 | |
| Gainsight gainsight.com | 2% | 61 | 8,100 | 426 | 59,569 | 58 | |
| Planhat planhat.com | 2% | 161 | 2,900 | 45 | 3,971 | $4,492 | 6 |
| Zite zite.com | 2% | 28 | 3,600 | 79 | 90,676 | 7 | |
| SuiteDash suitedash.com | 2% | 8 | |||||
| Arrows arrows.to | 2% | 41 | 368,000 | 133,601 | 1,079 | 0 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (g2.com, valuecase.com). The first result for “best client onboarding platform” is typeform.com.
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 client onboarding platform for an enterprise B2B company?”Paraphrase“Which customer implementation and onboarding project tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade client onboarding platforms and how do they differ?”Budget-constrained“What is the best client onboarding platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a client onboarding platform. What should we look at?”Negative“Which client onboarding platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5OnRampno first choiceChangedno first choiceGUIDEcxno first choiceagainst: Arrows, Gainsight, Moovila, Precursive, Rocketlane
Seven alternatives
Arrows, ChurnZero, Dock, GUIDEcx, Planhat, Precursive, RocketlaneThree alternatives
Assembly, Rocketlane, ValuecaseGPT-5.4 miniRocketlaneAsana, Microsoft Dynamics 365 Implementation Portal / FastTrackChangedno first choicePlanhatagainst: Assembly, Dockno first choicenothing named
Three alternatives
ChurnZero, Planhat, Process StreetOne alternative
Monday.comThirteen alternatives
Appian, ChurnZero, ClientSuccess, DocuSign CLM, Gainsight, Guidewire, Icertis, Ironclad, Monday.com, Planhat, Salesforce ecosystem, ServiceNow, WorkatoTwo alternatives
Totango, WhatfixGemini 3.5 FlashGUIDEcxGUIDEcxHeldFenergo, GUIDEcxMoxoagainst: Rocketlane, TaskRayno first choiceagainst: Asana, Bonsai, ChurnZero, ClickUp, Dubsado, Gainsight, HoneyBook, ManyRequests, Monday.com, Notion, Planhat, Trello
Four alternatives
OnRamp, Rocketlane, TaskRay, ValuecaseFour alternatives
Certinia, Kantata, Rocketlane, TaskRayFive alternatives
Appian, Dock, Rocketlane, Sumsub, TaskRayTwo alternatives
GUIDEcx, SuiteDashPerplexity SonarRocketlaneRocketlaneHeldGUIDEcx, Rocketlaneagainst: UserGuidingGuiddeno first choiceagainst: Appcues, Asana, Gainsight, Notion, Pendo, Userpilot, WalkMe
Four alternatives
GUIDEcx, Gainsight, HubSpot, PlanhatOne alternative
Monday.comEight alternatives
ChurnZero, Dock, Gainsight, Kantata, Planhat, Totango, Vitally, WalkMeTwo alternatives
Rocketlane, UserpilotGrok 4.1 FastRocketlaneGainsightChangedagainst: Asana, Monday.com, TotangoGUIDEcx, RocketlaneRocketlaneagainst: Appcues, Guidde, Jumio, Onfido, Sumsub, Trulioo, Userpilotno first choiceagainst: Asana, Blend, Clustdoc, Dock, GUIDEcx, HyperVerge, Notion, Onfido, Rocketlane
Four alternatives
GUIDEcx, Gainsight PX, OnRamp, Onboard.ioThree alternatives
ChurnZero, GUIDEcx, RocketlaneFour alternatives
ChurnZero, Dock, EverAfter, OnRampThree alternatives
Alloy, Dock, GUIDEcxMistral SmallRocketlaneGUIDEcx, RocketlaneChangedRocketlaneagainst: HubSpotRocketlaneagainst: GUIDEcx, OnRampno first choiceagainst: GUIDEcx, Guidde, OnRamp, Rocketlane
Three alternatives
Dock, HubSpot, PrecursiveTwo alternatives
Dock, GainsightFive alternatives
Dock, GUIDEcx, Gainsight, OnRamp, PendoDeepSeek V4 FlashGUIDEcxGUIDEcxHeldFenergoagainst: EverAfterGUIDEcxagainst: ValuecaseRocketlaneagainst: GUIDEcxagainst: Asana, Basecamp, Custify, GUIDEcx, Notion, Rocketlane, Trello, Userpilot
Three alternatives
Arrows, OnRamp, RocketlaneOne alternative
RocketlaneSeven alternatives
Arrows, Encompass, GUIDEcx, OnRamp, Pegasystems, Rocketlane, nCinoThree alternatives
Dock, OnRamp, RocketlaneOne alternative
MoxoLlama 4 MaverickAlbato, HubSpot, RocketlaneGUIDEcx, OnRamp, RocketlaneChangedRocketlaneno first choiceno first choiceagainst: Gainsight, Monday.com, Pendo
Two alternatives
GUIDEcx, GainsightQwen 3.7 FlashSalesforce Einstein OnboardingRocketlaneChangedRocketlaneSuiteDash, Ziteno first choiceagainst: Asana, ClickUp, Gong, Oracle, Outreach, Planhat, SAP, Trello, Workday
Four alternatives
Apttus, DocuSign CLM, Tallyfy, WalkMeTwo alternatives
GUIDEcx, PlanhatFive alternatives
Dock, GUIDEcx, Userpilot, WalkMe, WhatfixThree alternatives
Rocketlane, Userpilot, WalkMeKimi K2RocketlaneRocketlaneHeldagainst: Arrows, Asana, ClickUp, Dock, Monday.com, ServiceNowGUIDEcx, RocketlaneArrows, GUIDEcxagainst: ClickUp, Monday, Rocketlaneno first choiceagainst: GUIDEcx, HubSpot Service Hub, Rocketlane, Salesforce
Two alternatives
Dock, GUIDEcxOne alternative
GUIDEcxSeven alternatives
Appcues, ChurnZero, Gainsight, Pendo, Precursive, WalkMe, WhatfixOne alternative
DockGLM 4.7 FlashXRocketlaneRocketlaneHeldRocketlaneRocketlaneno first choiceagainst: Asana, Bubble, HubSpot, Monday.com, Notion, Salesforce Marketing Cloud Account Engagement, Trello, Webflow, Zapier
Four alternatives
Docebo, GUIDEcx, Gainsight, Trupeer AIFive alternatives
GUIDEcx, Gainsight, Moxo, OnRamp, ValuecaseEleven alternatives
Appcues, ChurnZero, Dock, GUIDEcx, Gainsight, Monday.com, OnRamp, Pendo, Trupeer, Userpilot, ZiteTwo alternatives
GUIDEcx, GuiddeMiniMax M2.5RocketlaneGUIDEcx, RocketlaneChangedno first choiceGUIDEcxagainst: Appcues, Basecamp Pro Unlimited, Pendo, Userpilotno first choiceagainst: Signzy
Four alternatives
ClickUp, HubSpot, OnRamp, SalesforceTwo alternatives
Moxo, PlanhatTwo alternatives
Guidde, SuiteDashGPT-6 LunaGUIDEcx, RocketlaneRocketlaneChangedGUIDEcx, Rocketlaneagainst: GainsightGUIDEcxagainst: Rocketlaneno first choiceagainst: Arrows, Monday.com, Rocketlane
Three alternatives
OnRamp, Precursive, TaskRayOne alternative
GUIDEcxFour alternatives
Appian Connected Onboarding, Fenergo, Moxo, Pega Client Lifecycle ManagementOne alternative
DockMuse Glimmer 30BOnRampOnRampHeldRocketlaneGuiddeagainst: GUIDEcx, OnRamp, Pendo, Rocketlane, WalkMeno first choiceagainst: Asana, ChurnZero, Clustdoc, Content Snare, Dock, GUIDEcx, Notion, OnRamp, Planhat, Rocketlane
Two alternatives
GUIDEcx, RocketlaneTwo alternatives
GUIDEcx, RocketlaneFour alternatives
ChurnZero, GUIDEcx, Gainsight Customer Cloud, ValuecaseTwo alternatives
Dock, ZiteBold 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 | 2026-10-04 22:16 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:00 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:44 | yes | 15 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:21 | yes | 16 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:35 | yes | 23 | 21 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:48 | yes | 13 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:36 | yes | 23 | 37 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:35 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:59 | no | 0 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:28 | yes | 19 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:56 | yes | 22 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:38 | yes | 5 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:24 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:01 | yes | 20 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:22 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:19 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:42 | yes | 13 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:11 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:47 | yes | 24 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:40 | yes | 15 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:57 | yes | 23 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:26 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:43 | yes | 10 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:26 | yes | 14 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:40 | yes | 15 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:50 | yes | 5 | 27 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:38 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:06 | yes | 21 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:35 | yes | 19 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:57 | yes | 3 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:40 | yes | 17 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:11 | yes | 18 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:25 | yes | 23 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:46 | yes | 13 | 18 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:22 | yes | 24 | 56 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:06 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:57 | yes | 19 | 66 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:25 | yes | 18 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:56 | yes | 19 | 91 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:50 | yes | 10 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:43 | yes | 7 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:19 | yes | 19 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:27 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:00 | yes | 3 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:41 | yes | 22 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:17 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:56 | yes | 22 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:36 | yes | 17 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:41 | yes | 21 | 78 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:45 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:37 | yes | 13 | 92 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:44 | yes | 23 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:44 | yes | 20 | 71 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:01 | yes | 20 | 44 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:11 | yes | 2 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:59 | yes | 12 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:22 | yes | 17 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:30 | yes | 1 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:37 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:54 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:31 | yes | 19 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:28 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:46 | yes | 24 | 67 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:20 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:26 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:58 | yes | 19 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:11 | yes | 15 | 45 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:13 | no | 0 | 57 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:24 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:53 | yes | 14 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:42 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:26 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:42 | yes | 13 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:09 | yes | 18 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:14 | yes | 24 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:22 | yes | 18 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:24 | yes | 24 | 53 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:19 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:49 | yes | 17 | 56 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:06 | yes | 25 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:00 | yes | 22 | 46 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:50 | yes | 24 | 41 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:32 | yes | 4 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:24 | yes | 20 | 33 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
Alloy
Appian Connected Onboarding
Basecamp Pro Unlimited
BigSteps
Blend
Bubble
Certinia
Cognidox
Encompass
FinancialForce
Gainsight Customer Cloud
Guidewire
Jumio
Microsoft Dynamics 365 Implementation Portal / FastTrack
Moovila
Oracle
Pega Client Lifecycle Management
SAP
Salesforce
Salesforce Einstein Onboarding
Signzy
Trupeer AI
nCino
Discontinued, still offered
No shut-down product was recommended here.