Client onboarding platforms for small business buyers
Asked as “client onboarding platform”, and as “customer implementation and onboarding project tool”, on behalf of a small B2B company. 60 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
18%
Contested · Rocketlane 15%
18Dock15Rocketlane10ClickUp57others
18% of first choices, contested.
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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the eight 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.
For buyers
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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21Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Dock18%
Dock18%02Rocketlane15%
Rocketlane15%03ClickUp10%
ClickUp10%04LaunchBay7%
LaunchBay7%05OnRamp5%
OnRamp5%06Assembly3%
Assembly3%07HoneyBook3%
HoneyBook3%08Asana3%
Asana3%09Notion3%
Notion3%10Zite2%
Zite2%11Content Snare2%
Content Snare2%12Process Street2%
Process Street2%13Monday.com2%
Monday.com2%14Arrows0%
Arrows0%15HubSpot0%
HubSpot0%16Moxo0%
Moxo0%17GUIDEcx0%
GUIDEcx0%18Userpilot0%
Userpilot0%19Planhat0%
Planhat0%20ChurnZero0%
ChurnZero0%21Gainsight0%
Gainsight0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Rocketlane23%
12 of 52 labels negative · 10 of 14 models · 4 hard negative
“small businesses should avoid or be very cautious with professional services automation (PSA) platforms like Rocketlane and Precursive” MiniMax M2.5, negative prompt
ChurnZero71%
10 of 14 labels negative · 9 of 14 models · 3 hard negative
“Avoid: ChurnZero and enterprise-focused tools unless you have a dedicated customer success team” Kimi K2, paraphrase prompt
GUIDEcx37%
11 of 30 labels negative · 9 of 14 models · 3 hard negative
“Don't publish pricing (GUIDEcx, ChurnZero, Planhat, OnRamp, Appcues)” Kimi K2, negative prompt
Planhat75%
9 of 12 labels negative · 9 of 14 models · 3 hard negative
“Frequent complaints about **high complexity**, steep learning curve, integration glitches” Grok 4.1 Fast, negative 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
77 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. 1040 links across 196 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 · Rocketlane41 answers · 58 citations · 12 models
vendor site · Zite40 answers · 56 citations · 11 models
37 answers · 57 citations · 14 models
vendor site · ClickUp34 answers · 44 citations · 11 models
vendor site · Userpilot28 answers · 28 citations · 10 models
26 answers · 26 citations · 9 models
vendor site · Softr24 answers · 27 citations · 11 models
vendor site · Guidde23 answers · 36 citations · 9 models
vendor site · Sender22 answers · 22 citations · 10 models
vendor site · Monday.com21 answers · 23 citations · 10 models
vendor site · GetApp19 answers · 20 citations · 8 models
vendor site · OnRamp19 answers · 20 citations · 11 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
34 answers · 11 models
33 answers · 11 models
27 answers · 10 models
26 answers · 9 models
23 answers · 10 models
22 answers · 10 models
22 answers · 10 models
21 answers · 10 models
19 answers · 9 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 |
|---|---|---|---|---|---|---|---|
| Dock dock.us | 18% | 307 | 90,500 | 81,222 | 39,016 | 0 | |
| Rocketlane rocketlane.com | 15% | 178 | 3,600 | 52 | 15,010 | $7,649 | 55 |
| ClickUp clickup.com | 10% | 202 | 201,000 | 1,733 | 322,021 | $1,470 | 120 |
| LaunchBay launchbay.com | 7% | 10 | |||||
| OnRamp onramp.us | 5% | 60 | 14,800 | 750 | 13,068 | 0 | |
| Assembly assembly.com | 3% | 25 | 90,500 | 76,788 | 10,672 | 67 | |
| HoneyBook honeybook.com | 3% | 31 | 49,500 | 558 | 40,090 | 116 | |
| Bonsai | 3% | 74,000 | 27,918 | ||||
| Softr softr.io | 3% | 20 | 368,000 | 279 | 146,476 | 45 | |
| Asana asana.com | 3% | 150 | 301,000 | 6,012 | 1,486,362 | $110,925 | 113 |
Google's top ten for the two searches hold 16 sites; 1 of them are among the sites the models cited here (g2.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 a small B2B company?”Paraphrase“Which customer implementation and onboarding project tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top client onboarding platforms for a small team and how do they differ?”Budget-constrained“What is the best client onboarding platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a client onboarding platform. What should we look at?”Negative“Which client onboarding platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Notion, Process StreetAsana, Monday.comChangedno first choiceBonsaino first choiceagainst: Asana, ChurnZero, ClickUp, Clientary, GUIDEcx, Planhat, Rocketlane, Tallyfy
One alternative
LoomThree alternatives
Apptio Cloudforce Service, Gainsight, PlanioNine alternatives
Arrows, Assembly, Bonsai, Clientary, Dubsado, HoneyBook, OnRamp, Paperform, ZapierThree alternatives
Clientary, Dock, SoftrGPT-5.4 miniRocketlaneRocketlaneHeldAssemblyRocketlaneno first choicenothing named
Three alternatives
Assembly, Dock, Process StreetOne alternative
GUIDEcxSeven alternatives
Dock, FuseBase, Moxo, Planhat, Process Street, Rocketlane, Under.ioTwo alternatives
FuseBase, HoneyBookGemini 3.5 FlashAssemblyagainst: Gainsight, PendoValuecaseChangedagainst: Arrows, ClickUp, Monday.com, MoxoAssemblyDockDockagainst: Gainsightagainst: Airtable, ChurnZero, ClickUp, GUIDEcx, Gainsight, Jira, Mission Control, Notion, Planhat, Rocketlane, TaskRay, Totango, Wrike
Five alternatives
Dock, Moxo, OnRamp, UserGuiding, UserpilotTwo alternatives
Dock, RocketlaneFour alternatives
Content Snare, Dock, LaunchBay, ManyRequestsFive alternatives
Bonsai, ClickUp, Notion, Softr, SuperOkayFive alternatives
Clustdoc, GUIDEcx, Leadsie, OnRamp, ValuecasePerplexity SonarOnRampagainst: DockHubSpot Service HubChangedDock, OnRampAhsuite, Dock, Senderagainst: HubSpotno first choiceagainst: Appcues, ChurnZero, ClickUp, Gainsight, Monday.com, Pendo, Planhat, Totango, Userpilot, Vitally, WalkMe
Three alternatives
Inline Manual, Rocketlane, SenderTwo alternatives
GUIDEcx, LaunchBayFour alternatives
ClickUp, UserGuiding, Userpilot, monday CRMGrok 4.1 FastUserGuidingagainst: ChurnZeroClickUpChangedBonsai, HoneyBookagainst: Dock, GUIDEcx, RocketlaneClickUpno first choiceagainst: GUIDEcx, Gainsight, Planhat, Precursive, Rocketlane, Totango
Two alternatives
Product Fruits, RocketlaneThree alternatives
Asana, Monday.com, RocketlaneFive alternatives
Assembly, ClickUp, ClientVenue, Content Snare, HubSpotTwo alternatives
Dock, HubSpot CRMFour alternatives
ClickUp, Dock, GUIDEcx, RocketlaneMistral SmallLaunchBayRocketlaneChangedDock, Process StreetClickUp, Tallyfyno first choiceagainst: Asana, GUIDEcx, Notion, Rocketlane, Zendesk
Three alternatives
GUIDEcx, HubSpot, RocketlaneOne alternative
LaunchBayTwo alternatives
GUIDEcx, RocketlaneThree alternatives
Paperform, Sender, SupademoDeepSeek V4 FlashZiteagainst: DockRocketlaneChangedagainst: Dock, OnRampHoneyBookDockRocketlaneagainst: ChurnZero, GUIDEcx, Planhatagainst: Asana, ClickUp, Dubsado, GUIDEcx, Gainsight, HoneyBook, Monday.com, Moxo, RXNT, Weights & Biases Weave
Three alternatives
HubSpot, Rocketlane, ValuecaseTwo alternatives
ClickUp, Monday.comFive alternatives
Bonsai, Dubsado, Moxo, Process Street, RocketlaneTwo alternatives
ClickUp, Content SnareFour alternatives
ClickUp, Content Snare, Dock, HubSpotLlama 4 Maverickno first choiceAssembly, Delight.ai, RocketlaneChangedno first choiceClickUpno first choiceagainst: Gainsight, Precursive, Rocketlane
Two alternatives
HoneyBook, ZiteQwen 3.7 FlashHoneyBook, PandaDocLaunchBayChangedRocketlaneagainst: ClientSuccessNotionRocketlaneagainst: DocuSign, Gainsight, Precursive, Rocketlane, Swing`, Totango
Three alternatives
Dubsado, Loom, UserpilotFour alternatives
ClickUp, Dock, Rocketlane, ZiteTwo alternatives
Dock, OnboardingHubFour alternatives
Airtable, ClickUp, Content Snare, SoftrTwo alternatives
DoFusion, ZiteKimi K2Dock, OnRampDockChangedagainst: ChurnZeroBonsai, HoneyBookagainst: OnRampDock, SoftrDockagainst: Appcues, ChurnZero, GUIDEcx, OnRamp, Planhat, Rocketlane, Userpilot
Three alternatives
Trumpet, Userpilot, eWebinarTwo alternatives
ClickUp, RocketlaneEight alternatives
Asana, ClickUp, Dock, Dubsado, GUIDEcx, Plutio, Rocketlane, UserpilotOne alternative
RocketlaneFour alternatives
Arrows, Moxo, Rocketlane, SuiteDashGLM 4.7 FlashXDockmonday CRMChangedDockClickUpagainst: HubSpotno first choiceagainst: Asana, Assembly, ChurnZero, Dock, GUIDEcx, Notion, Planhat
Two alternatives
Assembly, ZiteThree alternatives
Assembly, OnRamp, RocketlaneSix alternatives
Assembly, ChurnZero, HubSpot, Monday.com, Rocketlane, UserpilotTwo alternatives
Asana, AssemblyMiniMax M2.5LaunchBay, Rocketlaneagainst: HubSpot CRMLaunchBayChangedHoneyBookClickUp, Softragainst: RocketlaneDockagainst: ChurnZero, Gainsight, Mindbody, Planhat, Precursive, Rocketlane
One alternative
ChameleonThree alternatives
GUIDEcx, Monday.com, OnRampFour alternatives
Arrows, Bigin by Zoho, Dock, ZiteThree alternatives
Airtable, Dock, HubSpot CRMFive alternatives
GUIDEcx, HubSpot, Process Street, Rocketlane, monday CRMGPT-6 LunaDockAsanaChangedHoneyBookagainst: GUIDEcx, RocketlaneHoneyBookno first choiceagainst: Dubsado, Moxo, SuiteDash
Three alternatives
Arrows, GUIDEcx, RocketlaneTwo alternatives
Arrows, GUIDEcxTwo alternatives
Content Snare, DockOne alternative
DubsadoMuse Glimmer 30BContent Snare, OnRampOnboard.ioChangedClickUp, HoneyBook, Ziteagainst: Dock, UserpilotBonsai, SuperOkayno first choiceagainst: Appcues, Asana, ChurnZero, Clustdoc, Dock, GUIDEcx, Notion, Planhat, Rocketlane, Userpilot
Three alternatives
Rocketlane, UserGuiding, ZiteTwo alternatives
GUIDEcx, RocketlaneFive alternatives
Bigin by Zoho, Clustdoc, Content Snare, LaunchBay, Process StreetTwo alternatives
Assembly, RocketlaneBold 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 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:44 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:53 | yes | 13 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:39 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:47 | yes | 21 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:04 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:29 | yes | 16 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:10 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:32 | no | 0 | 20 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:25 | yes | 8 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:47 | yes | 15 | 39 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:15 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:01 | yes | 4 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:41 | yes | 19 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:41 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:26 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:40 | yes | 15 | 29 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:03 | yes | 24 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:19 | yes | 23 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:49 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:24 | yes | 25 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:09 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:48 | yes | 10 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:23 | yes | 25 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:31 | yes | 14 | 26 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:25 | yes | 12 | 35 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:35 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:37 | yes | 18 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:38 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:52 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:58 | yes | 24 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:01 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:12 | yes | 23 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:48 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:17 | yes | 24 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:00 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:16 | yes | 10 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:56 | yes | 20 | 44 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:46 | yes | 19 | 92 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:40 | yes | 22 | 33 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:45 | yes | 6 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:39 | yes | 12 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:55 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:51 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:59 | yes | 9 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:46 | yes | 26 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:42 | yes | 19 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:54 | yes | 10 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:14 | yes | 22 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:43 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:02 | yes | 14 | 39 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:02 | yes | 12 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:19 | yes | 21 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:10 | yes | 10 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:47 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:36 | yes | 12 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:18 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:05 | no | 0 | 3 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:18 | yes | 15 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:17 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:26 | yes | 13 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:44 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:29 | yes | 17 | 27 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:56 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:54 | yes | 5 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:20 | yes | 20 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:41 | yes | 13 | 68 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:43 | yes | 14 | 33 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:56 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:22 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:35 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:30 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:06 | yes | 18 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:23 | yes | 16 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:31 | yes | 19 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:51 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:20 | yes | 24 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:34 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:26 | yes | 10 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:41 | yes | 20 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:23 | yes | 22 | 218 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:11 | yes | 22 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:23 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:29 | yes | 23 | 28 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
17hats
Apptio Cloudforce Service
ClientVenue
Delight.ai
DoFusion
HubSpot Onboarding
Jet Admin
Mission Control
OnboardMap
Onboarding.com
OnboardingHub
RXNT
Salesforce
Scope
Swing`
TechForing Customer
Under.io
Userlevel
Workspace369
Discontinued, still offered
No shut-down product was recommended here.