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October 2026 Edition, published · The permanent record of that edition, superseded since. The current standing is on the category page →
Index › GTM › Customer › Client onboarding › Small business · October 2026 Edition

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.
Standing · first-choice share
18%
Dock
Contested · Rocketlane 15%
18Dock15Rocketlane10ClickUp57others

18% of first choices, contested.

ShowinginAll 112 categories in the October 2026 Edition →

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 businessDock18%ContestedThis pageMid-marketRocketlane47%Clear leaderStanding →EnterpriseRocketlane41%Clear leaderStanding →

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
01Dock18%16%45accepted challenger
02Rocketlane15%23%52accepted challenger
03ClickUp10%17%29accepted challenger
04LaunchBay7%0%10accepted challenger
05OnRamp5%18%17accepted challenger
06Assembly3%6%17accepted challenger
07HoneyBook3%8%12accepted challenger
08Asana3%36%14criticized challenger
09Notion3%36%11criticized challenger
10Zite2%0%12accepted challenger
11Content Snare2%0%10accepted challenger
12Process Street2%0%12accepted challenger
13Monday.com2%25%12criticized challenger
Show the eight products at 0%, ordered by negative rate
21Gainsight CS0%90%10criticized challenger
19Planhat0%75%12criticized challenger
20ChurnZero0%71%14criticized challenger
17GUIDEcx0%37%30criticized challenger
18Userpilot0%33%12criticized challenger
14HubSpot CRM0%21%14accepted challenger
16Moxo0%20%15accepted challenger
15Arrows0%10%10accepted challenger
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 head
Rocketlane vs GUIDEcxRocketlane vs ClickUpRocketlane vs OnRamp
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-one head-to-head pages: the top seven products, each against each
Rocketlane vs DockRocketlane vs ArrowsRocketlane vs HubSpot CRMGUIDEcx vs ClickUpGUIDEcx vs OnRampGUIDEcx vs DockGUIDEcx vs ArrowsGUIDEcx vs HubSpot CRMClickUp vs OnRampClickUp vs DockClickUp vs ArrowsClickUp vs HubSpot CRMOnRamp vs DockOnRamp vs ArrowsOnRamp vs HubSpot CRMDock vs ArrowsDock vs HubSpot CRMArrows vs HubSpot CRM

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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05
06
07
08
09
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21
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Dock18%
02Rocketlane15%
03ClickUp10%
04LaunchBay7%
05OnRamp5%
06Assembly3%
07HoneyBook3%
08Asana3%
09Notion3%
10Zite2%
11Content Snare2%
12Process Street2%
13Monday.com2%
14HubSpot CRM0%
15Arrows0%
16Moxo0%
17GUIDEcx0%
18Userpilot0%
19Planhat0%
20ChurnZero0%
21Gainsight CS0%

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 4.20, 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.
Rocketlane
23%
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
ChurnZero
71%
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
GUIDEcx
37%
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
Planhat
75%
9 of 12 labels negative · 9 of 14 models · 3 hard negative
“Frequent complaints about high complexity, steep learning curve, integration glitches” Grok 4.20, negative prompt

What they cite

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.

Sites the answers cite

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.

rocketlane.com
vendor site · Rocketlane41 answers · 58 citations · 12 models
zite.com
vendor site · Zite40 answers · 56 citations · 11 models
g2.com
37 answers · 57 citations · 14 models
clickup.com
vendor site · ClickUp34 answers · 44 citations · 11 models
userpilot.com
vendor site · Userpilot28 answers · 28 citations · 10 models
wise.com
26 answers · 26 citations · 9 models
softr.io
vendor site · Softr24 answers · 27 citations · 11 models
guidde.com
vendor site · Guidde23 answers · 36 citations · 9 models
sender.net
vendor site · Sender22 answers · 22 citations · 10 models
monday.com
vendor site · Monday.com21 answers · 23 citations · 10 models
getapp.com
vendor site · GetApp19 answers · 20 citations · 8 models
onramp.us
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.

clickup.com/blog/client-onboarding-software
34 answers · 11 models
zite.com/blog/client-onboarding-software
34 answers · 11 models
rocketlane.com/blogs/customer-onboarding-tools
33 answers · 11 models
userpilot.com/blog/customer-onboarding-software
27 answers · 10 models
wise.com/us/blog/best-client-onboarding-tools
26 answers · 9 models
g2.com/categories/client-onboarding/small-business
23 answers · 10 models
sender.net/blog/customer-onboarding-software
22 answers · 10 models
zite.com/blog/customer-onboarding-software
22 answers · 10 models
monday.com/blog/crm-and-sales/customer-onboarding-software
21 answers · 10 models
aissist.io/insights/client-onboarding-software
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 productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 days
Dock dock.us18%27190,50081,22239,0160
Rocketlane rocketlane.com15%1793,6005215,010$7,64955
ClickUp clickup.com10%159201,0001,733322,021$1,470120
LaunchBay launchbay.com7%29
OnRamp onramp.us5%5214,80075013,0680
Assembly assembly.com3%1390,50076,78810,67267
HoneyBook honeybook.com3%7749,50055840,090116
Bonsai hellobonsai.com3%3874,00027,918
Softr softr.io3%10368,000279146,47645
Asana asana.com3%165301,0006,0121,486,362$110,925113

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
ModelDirect“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 Street
One alternativeLoom
Asana, Monday.comChanged
Three alternativesApptio Cloudforce Service, Gainsight CS, Planio
no first choice
Nine alternativesArrows, Assembly, Bonsai, Clientary, Dubsado, HoneyBook, OnRamp, Paperform, Zapier
Bonsai
Three alternativesClientary, Dock, Softr
no first choiceagainst: Asana, ChurnZero, ClickUp, Clientary, GUIDEcx, Planhat, Rocketlane, Tallyfy
GPT-5.4 miniRocketlane
Three alternativesAssembly, Dock, Process Street
RocketlaneHeld
One alternativeGUIDEcx
Assembly
Seven alternativesDock, FuseBase, Moxo, Planhat, Process Street, Rocketlane, Under.io
Rocketlane
Two alternativesFuseBase, HoneyBook
no first choicenothing named
Gemini 3.5 FlashAssembly
Five alternativesDock, Moxo, OnRamp, UserGuiding, Userpilot
against: Gainsight CS, PendoValuecaseChanged
Two alternativesDock, Rocketlane
against: Arrows, ClickUp, Monday.com, MoxoAssembly
Four alternativesContent Snare, Dock, LaunchBay, ManyRequests
Dock
Five alternativesBonsai, ClickUp, Notion, Softr, SuperOkay
Dock
Five alternativesClustdoc, GUIDEcx, Leadsie, OnRamp, Valuecase
against: Gainsight CSagainst: Airtable, ChurnZero, ClickUp, GUIDEcx, Gainsight CS, Jira, Mission Control, Notion, Planhat, Rocketlane, TaskRay, Totango, Wrike
Perplexity SonarOnRamp
Three alternativesInline Manual, Rocketlane, Sender
against: DockHubSpot Service HubChanged
Two alternativesGUIDEcx, LaunchBay
Dock, OnRamp
Four alternativesClickUp, UserGuiding, Userpilot, monday CRM
Ahsuite, Dock, Senderagainst: HubSpot CRMno first choiceagainst: Appcues, ChurnZero, ClickUp, Gainsight CS, Monday.com, Pendo, Planhat, Totango, Userpilot, Vitally, WalkMe
Grok 4.20UserGuiding
Two alternativesProduct Fruits, Rocketlane
against: ChurnZeroClickUpChanged
Three alternativesAsana, Monday.com, Rocketlane
Bonsai, HoneyBook
Five alternativesAssembly, ClickUp, ClientVenue, Content Snare, HubSpot CRM
against: Dock, GUIDEcx, RocketlaneClickUp
Two alternativesDock, HubSpot CRM
no first choice
Four alternativesClickUp, Dock, GUIDEcx, Rocketlane
against: GUIDEcx, Gainsight CS, Planhat, Precursive, Rocketlane, Totango
Mistral SmallLaunchBay
Three alternativesGUIDEcx, HubSpot CRM, Rocketlane
RocketlaneChanged
One alternativeLaunchBay
Dock, Process Street
Two alternativesGUIDEcx, Rocketlane
ClickUp, Tallyfy
Three alternativesPaperform, Sender, Supademo
no first choiceagainst: Asana, GUIDEcx, Notion, Rocketlane, Zendesk
DeepSeek V4 FlashZite
Three alternativesHubSpot CRM, Rocketlane, Valuecase
against: DockRocketlaneChanged
Two alternativesClickUp, Monday.com
against: Dock, OnRampHoneyBook
Five alternativesBonsai, Dubsado, Moxo, Process Street, Rocketlane
Dock
Two alternativesClickUp, Content Snare
Rocketlane
Four alternativesClickUp, Content Snare, Dock, HubSpot CRM
against: ChurnZero, GUIDEcx, Planhatagainst: Asana, ClickUp, Dubsado, GUIDEcx, Gainsight CS, HoneyBook, Monday.com, Moxo, RXNT, Weights & Biases Weave
Llama 4 Maverickno first choiceAssembly, Delight.ai, RocketlaneChangedno first choiceClickUp
Two alternativesHoneyBook, Zite
no first choiceagainst: Gainsight CS, Precursive, Rocketlane
Qwen 3.7 FlashHoneyBook, PandaDoc
Three alternativesDubsado, Loom, Userpilot
LaunchBayChanged
Four alternativesClickUp, Dock, Rocketlane, Zite
Rocketlane
Two alternativesDock, OnboardingHub
against: ClientSuccessNotion
Four alternativesAirtable, ClickUp, Content Snare, Softr
Rocketlane
Two alternativesDoFusion, Zite
against: DocuSign, Gainsight CS, Precursive, Rocketlane, Swing`, Totango
Kimi K2Dock, OnRamp
Three alternativesTrumpet, Userpilot, eWebinar
DockChanged
Two alternativesClickUp, Rocketlane
against: ChurnZeroBonsai, HoneyBook
Eight alternativesAsana, ClickUp, Dock, Dubsado, GUIDEcx, Plutio, Rocketlane, Userpilot
against: OnRampDock, Softr
One alternativeRocketlane
Dock
Four alternativesArrows, Moxo, Rocketlane, SuiteDash
against: Appcues, ChurnZero, GUIDEcx, OnRamp, Planhat, Rocketlane, Userpilot
GLM 4.7 FlashXDock
Two alternativesAssembly, Zite
monday CRMChanged
Three alternativesAssembly, OnRamp, Rocketlane
Dock
Six alternativesAssembly, ChurnZero, HubSpot CRM, Monday.com, Rocketlane, Userpilot
ClickUp
Two alternativesAsana, Assembly
against: HubSpot CRMno first choiceagainst: Asana, Assembly, ChurnZero, Dock, GUIDEcx, Notion, Planhat
MiniMax M2.5LaunchBay, Rocketlane
One alternativeChameleon
against: HubSpot CRMLaunchBayChanged
Three alternativesGUIDEcx, Monday.com, OnRamp
HoneyBook
Four alternativesArrows, Bigin by Zoho, Dock, Zite
ClickUp, Softr
Three alternativesAirtable, Dock, HubSpot CRM
against: RocketlaneDock
Five alternativesGUIDEcx, HubSpot CRM, Process Street, Rocketlane, monday CRM
against: ChurnZero, Gainsight CS, Mindbody, Planhat, Precursive, Rocketlane
GPT-6 LunaDock
Three alternativesArrows, GUIDEcx, Rocketlane
AsanaChanged
Two alternativesArrows, GUIDEcx
HoneyBook
Two alternativesContent Snare, Dock
against: GUIDEcx, RocketlaneHoneyBook
One alternativeDubsado
no first choiceagainst: Dubsado, Moxo, SuiteDash
Muse Glimmer 30BContent Snare, OnRamp
Three alternativesRocketlane, UserGuiding, Zite
Onboard.ioChanged
Two alternativesGUIDEcx, Rocketlane
ClickUp, HoneyBook, Zite
Five alternativesBigin by Zoho, Clustdoc, Content Snare, LaunchBay, Process Street
against: Dock, UserpilotBonsai, SuperOkay
Two alternativesAssembly, Rocketlane
no first choiceagainst: Appcues, Asana, ChurnZero, Clustdoc, Dock, GUIDEcx, Notion, Planhat, Rocketlane, Userpilot
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 22:16no05 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:44yes45 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-10-05 00:53yes1324 s
Direct recommendationPerplexity Sonarsonar2026-10-04 23:39yes183 s
Direct recommendationGrok 4.20spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version)2026-10-05 00:47yes219 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-10-05 00:04yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 22:29yes1617 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 23:10yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 00:32no020 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-10-04 22:25yes832 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-05 00:47yes1539 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 22:15yes514 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-10-04 23:01yes419 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 00:41yes1924 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-10-05 00:41no05 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 23:26yes24 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-10-04 22:40yes1529 s
ParaphrasePerplexity Sonarsonar2026-10-05 01:03yes242 s
ParaphraseGrok 4.20spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version)2026-10-05 00:19yes239 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-10-04 22:49yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-05 00:24yes2530 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 23:09yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 00:48yes1033 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-10-05 00:23yes2524 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 22:31yes1426 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-05 00:25yes1235 s
ParaphraseGPT-6 Lunagpt-6-luna2026-10-05 00:35yes316 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 00:37yes1827 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 22:38yes98 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:52yes46 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-10-04 22:58yes2430 s
ComparativePerplexity Sonarsonar2026-10-05 00:01yes206 s
ComparativeGrok 4.20spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version)2026-10-05 00:12yes2312 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-10-05 00:48yes109 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-05 00:17yes2439 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 23:00yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 00:16yes1032 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-10-04 22:56yes2044 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 23:46yes1992 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 23:40yes2233 s
ComparativeGPT-6 Lunagpt-6-luna2026-10-04 22:45yes622 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 00:39yes1225 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-05 00:55yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:51yes25 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-05 00:59yes927 s
Budget constrainedPerplexity Sonarsonar2026-10-05 00:46yes263 s
Budget constrainedGrok 4.20spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version)2026-10-05 00:42yes199 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-10-04 22:54yes105 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-05 00:14yes2219 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-05 00:43yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 01:02yes1439 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-05 01:02yes1221 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 22:19yes2128 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-05 00:10yes1018 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-10-04 23:47yes312 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 00:36yes1218 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 22:18no05 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 23:05no03 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-05 00:18yes1530 s
Scale constrainedPerplexity Sonarsonar2026-10-05 00:17yes206 s
Scale constrainedGrok 4.20spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version)2026-10-04 22:26yes1310 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-10-05 00:44no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 23:29yes1727 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 23:56yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-04 23:54yes526 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-05 00:20yes2019 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 23:41yes1368 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 23:43yes1433 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-10-04 22:56yes315 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-04 22:22yes1522 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-10-05 00:35yes179 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:30no05 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-10-05 00:06yes1827 s
Negative framingPerplexity Sonarsonar2026-10-04 23:23yes164 s
Negative framingGrok 4.20spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version)2026-10-05 00:31yes1912 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-10-04 23:51yes54 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 23:20yes2443 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-05 00:34yes52 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-04 22:26yes1031 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-10-04 23:41yes2024 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 23:23yes22218 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 23:11yes2234 s
Negative framingGPT-6 Lunagpt-6-luna2026-10-05 00:23yes319 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-04 22:29yes2328 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
Gainsight read as Gainsight CS
HubSpot read as HubSpot CRM
HubSpot (CRM with onboarding tools) read as HubSpot CRM
HubSpot (Sales Hub) read as HubSpot CRM
Unresolved, counted raw
17hats
Apptio Cloudforce Service
ClientVenue
Delight.ai
DoFusion
HubSpot Onboarding
Mission Control
RXNT
Salesforce
Scope
Swing`
TechForing Customer
Under.io
Userlevel
Workspace369
Discontinued, still offered
No shut-down product was recommended here.

Also in customer

The other categories of this function, with the leader in each.
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