Client onboarding platforms
Asked as “client onboarding platform”, and as “customer implementation and onboarding project tool”, on behalf of a mid-market B2B company. 47 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
47%
Clear leader
47Rocketlane13GUIDEcx11ClickUp30others
47% 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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
Show the nine products at 0%, ordered by negative rate
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 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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05
06
07
08
09
10
11
12
13
14
15Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Rocketlane47%
Rocketlane47%02GUIDEcx13%
GUIDEcx13%03ClickUp11%
ClickUp11%04OnRamp4%
OnRamp4%05Dock2%
Dock2%06Arrows2%
Arrows2%07Moxo0%
Moxo0%08Content Snare0%
Content Snare0%09Appcues0%
Appcues0%10Process Street0%
Process Street0%11Userpilot0%
Userpilot0%12ChurnZero0%
ChurnZero0%13Planhat0%
Planhat0%14Monday.com0%
Monday.com0%15Asana0%
Asana0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 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.
GUIDEcx16%
8 of 50 labels negative · 8 of 14 models · 1 hard negative
“Proceed with Extreme Caution ... Rocketlane and GUIDEcx carry the heaviest documented baggage” Qwen 3.7 Flash, negative prompt
Planhat54%
7 of 13 labels negative · 7 of 14 models
“a steep learning curve tied to complex setup and inconsistent documentation is a common complaint” Claude Haiku 4.5, negative prompt
Asana67%
8 of 12 labels negative · 6 of 14 models · 4 hard negative
“Asana and Notion are generally not recommended for formal client onboarding due to missing key features.” Mistral Small, negative prompt
Monday.com54%
7 of 13 labels negative · 6 of 14 models · 1 hard negative
“These are general project management tools, **not onboarding platforms**” DeepSeek V4 Flash, 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
76 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. 1025 links across 214 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 · Rocketlane38 answers · 60 citations · 12 models
vendor site · Zite34 answers · 48 citations · 12 models
33 answers · 69 citations · 14 models
vendor site · ClickUp33 answers · 33 citations · 11 models
30 answers · 30 citations · 9 models
vendor site · Userpilot29 answers · 37 citations · 10 models
26 answers · 26 citations · 11 models
25 answers · 30 citations · 11 models
vendor site · GUIDEcx21 answers · 26 citations · 12 models
vendor site · eWebinar19 answers · 25 citations · 11 models
vendor site · Guideflow18 answers · 23 citations · 9 models
18 answers · 18 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.
32 answers · 10 models
30 answers · 9 models
29 answers · 10 models
28 answers · 11 models
27 answers · 11 models
26 answers · 11 models
21 answers · 11 models
20 answers · 12 models
18 answers · 10 models
18 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 |
|---|---|---|---|---|---|---|---|
| Rocketlane rocketlane.com | 47% | 178 | 3,600 | 52 | 15,010 | $7,649 | 55 |
| GUIDEcx guidecx.com | 13% | 136 | 1,600 | 7 | 3,425 | 0 | |
| ClickUp clickup.com | 11% | 202 | 201,000 | 1,733 | 322,021 | $1,470 | 120 |
| SuperOkay superokay.com | 6% | 7 | 140 | 0 | 102 | ||
| OnRamp onramp.us | 4% | 60 | 14,800 | 750 | 13,068 | 0 | |
| Bonsai | 4% | 74,000 | 27,918 | ||||
| Dock dock.us | 2% | 307 | 90,500 | 81,222 | 39,016 | 0 | |
| Arrows arrows.to | 2% | 41 | 368,000 | 133,601 | 1,079 | 0 | |
| Softr softr.io | 2% | 20 | 368,000 | 279 | 146,476 | 45 | |
| HubSpot parent site HubSpot CRM 2% | 2% | 306 | 368,000 | 9,776 |
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 mid-market B2B company?”Paraphrase“Which customer implementation and onboarding project tool would you recommend to a mid-sized B2B company?”Comparative“What are the top client onboarding platforms and how do they differ?”Budget-constrained“What is the best client onboarding platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a client onboarding platform. What should we look at?”Negative“Which client onboarding platforms should I avoid or be cautious about?”
Claude Haiku 4.5OnRampno first choiceChangedno first choiceHubSpot CRMno first choiceagainst: Asana, ChurnZero, DocuSign, GUIDEcx, Planhat
Three alternatives
GUIDEcx, HubSpot, RocketlaneFive alternatives
Bonsai, HoneyBook, Notion, UserGuiding, YouWareGPT-5.4 miniRocketlaneagainst: DockRocketlaneHeldRocketlaneRocketlaneagainst: ChurnZero, Planhatno first choicenothing named
Two alternatives
GUIDEcx, PlanhatOne alternative
SmartsheetSeven alternatives
Assembly, ChurnZero, Dock, EverAfter, Moxo, Planhat, TotangoOne alternative
MoxoGemini 3.5 FlashRocketlaneRocketlaneHeldagainst: ClickUp, Monday.comRocketlaneSuperOkayagainst: ChurnZero, GUIDEcx, Rocketlaneno first choiceagainst: Asana, ChurnZero, Gainsight, Monday.com, Smartsheet, Totangoagainst: Asana, ClickUp, ClientSuccess, Gainsight, Jira, Moxo, Totango
Six alternatives
Appcues, Dock, GUIDEcx, OnRamp, Pendo, UserpilotTwo alternatives
Dock, GUIDEcxSeven alternatives
Assembly, Dock, GUIDEcx, Moxo, OnRamp, Pendo, SuiteDashSeven alternatives
Ahsuite, ClickUp, Content Snare, Dock, Notion, Paperform, SoftrPerplexity SonarRocketlaneRocketlaneHeldRocketlane, UserpilotBonsai, SuperOkayagainst: Sender, Ziteno first choiceagainst: Appcues, ChurnZero, ClickUp, Content Snare, Gainsight, Monday.com, Pendo, Planhat, Totango, Userpilot, Vitally, WalkMe
Four alternatives
Appcues, Dock, GUIDEcx, UserpilotThree alternatives
Dock, GUIDEcx, OnRampFour alternatives
ChurnZero, Dock, Planhat, VitallyGrok 4.1 FastRocketlaneRocketlaneHeldRocketlaneSuperOkayagainst: Google Workspace, Notionno first choiceagainst: Asana, ChurnZero, Clustdoc, GUIDEcx, HubSpot, Notion, Planhat, Rocketlane
Two alternatives
Appcues, GUIDEcxThree alternatives
Arrows, GUIDEcx, OnRampFour alternatives
ChurnZero, Dock, GUIDEcx, MoxoFour alternatives
Ahsuite, Dock, HubSpot, SoftrMistral SmallGUIDEcxagainst: Appcuesno first choiceChangedno first choiceDock, Dubsado, Softrno first choiceagainst: Asana, GUIDEcx, Notion, Rocketlane
Two alternatives
Precursive, RocketlaneTwo alternatives
HoneyBook, RocketlaneDeepSeek V4 FlashRocketlaneRocketlaneHeldagainst: Asana, ClickUpValuecaseClickUpGUIDEcx, Rocketlaneagainst: ChurnZero, Gainsightagainst: Asana, ClickUp, GUIDEcx, Monday.com, Planhat, RUN Powered by ADP, Sumsub, Trello, Trulioo, Veriff
Two alternatives
GUIDEcx, OnRampTwo alternatives
GUIDEcx, OnRampSeven alternatives
ClickUp, Dock, Dubsado, HoneyBook, Monday.com, Rocketlane, ZiteFour alternatives
HoneyBook, HubSpot CRM, Plutio, ZiteLlama 4 MaverickGUIDEcxRocketlaneChangedRocketlaneClickUpno first choiceagainst: GUIDEcx, Pendo, Userpilot
Three alternatives
OnRamp, Precursive, RocketlaneFour alternatives
Dock, GUIDEcx, OnRamp, ZiteThree alternatives
ClickUp, HubSpot, Process StreetQwen 3.7 FlashGUIDEcxagainst: Salesforce CPQRocketlaneChangedno first choiceNotionagainst: Moxono first choiceagainst: Dock, GUIDEcx, HubSpot CRM, Monday.com, Moxo, Rocketlane
Two alternatives
Appcues, RocketlaneSix alternatives
Asana, ClickUp, Dock, Gainsight PX, Monday.com, TractionFive alternatives
Ahsuite, Airtable, Clinked, Content Snare, SoftrKimi K2OnRampArrowsChangedno first choicePipefyagainst: Inline Manual, Process Street, Userpilotno first choiceagainst: Asana, GUIDEcx, Monday.com, Notion, Planhat, Rocketlane
Three alternatives
Arrows, Dock, RocketlaneThree alternatives
GUIDEcx, OnRamp, RocketlaneFour alternatives
ClickUp, Kompassify, Monday.com, SupademoGLM 4.7 FlashXRocketlaneRocketlaneHeldagainst: Monday.comGUIDEcx, RocketlaneClickUpno first choicenothing named
Two alternatives
Appcues, GUIDEcxOne alternative
GUIDEcxThree alternatives
Dock, Pendo, UserpilotThree alternatives
Dock, HubSpot CRM, NotionMiniMax M2.5GUIDEcxRocketlaneChangedGUIDEcxClickUpRocketlaneagainst: Planhat
One alternative
RocketlaneThree alternatives
Dock, GUIDEcx, MoxoFive alternatives
Arrows, ClientSuccess, Dock, OnRamp, RocketlaneTwo alternatives
HoneyBook, ZiteFive alternatives
ClickUp, GUIDEcx, Gainsight, Moxo, Process StreetGPT-6 LunaRocketlaneRocketlaneHeldno first choiceagainst: Process StreetClickUpno first choiceagainst: Dubsado, HoneyBook
Two alternatives
GUIDEcx, OnRampTwo alternatives
Arrows, GUIDEcxNine alternatives
ChurnZero, Content Snare, Dock, GUIDEcx, Moxo, OnRamp, Planhat, Rocketlane, VitallyTwo alternatives
Dock, HoneyBookMuse Glimmer 30BGUIDEcx, RocketlaneRocketlaneChangedagainst: Gainsightno first choiceBonsaino first choiceagainst: CogniSaaS, Moxo, Rocketlane, Salesforce
One alternative
OnRampTwo alternatives
ChurnZero, GUIDEcxFour alternatives
Assembly, Content Snare, Rocketlane, SenderBold 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 | 2026-10-05 00:38 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:45 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:11 | yes | 16 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:14 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:23 | yes | 21 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:10 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:49 | yes | 20 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:52 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:40 | yes | 5 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:49 | yes | 13 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:57 | yes | 20 | 50 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:28 | yes | 8 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:26 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:48 | yes | 11 | 13 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:23 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:19 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:10 | yes | 21 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:41 | yes | 25 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:45 | yes | 22 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:26 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:34 | yes | 21 | 35 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:19 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:35 | yes | 5 | 19 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:57 | yes | 13 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:17 | yes | 15 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:53 | yes | 9 | 30 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:48 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:16 | yes | 15 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:00 | yes | 9 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:18 | yes | 3 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:31 | yes | 16 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:37 | yes | 17 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:09 | yes | 21 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:18 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:32 | yes | 20 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:34 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:55 | yes | 5 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:21 | yes | 23 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:01 | yes | 23 | 193 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:23 | yes | 21 | 40 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:34 | yes | 8 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:57 | yes | 14 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:43 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:14 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:12 | yes | 17 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:21 | yes | 21 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:59 | yes | 22 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:20 | yes | 10 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:15 | yes | 22 | 39 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:11 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:15 | yes | 8 | 21 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:45 | yes | 13 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:25 | yes | 14 | 41 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:16 | yes | 13 | 25 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:18 | yes | 3 | 21 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:20 | yes | 14 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:44 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:33 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:12 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:22 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:46 | yes | 15 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:59 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:30 | yes | 24 | 63 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:30 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:12 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:48 | yes | 23 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:39 | yes | 14 | 98 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:17 | yes | 12 | 26 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:03 | yes | 2 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:54 | yes | 15 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:41 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:54 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:51 | yes | 23 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:48 | yes | 16 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:15 | yes | 21 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:46 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:16 | yes | 23 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:59 | yes | 8 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:21 | yes | 23 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:42 | yes | 20 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:55 | no | 0 | 41 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:19 | yes | 22 | 31 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:43 | yes | 2 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:25 | yes | 24 | 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.
ShowHide
Category-scoped readings
None. Every name in this category resolved on its own.
Unresolved, counted raw
Accelo
Avoka
Baton
ClientPortal.io
ClientSpark
Clinked
CogniSaaS
Collect
Doxim
FlowForma
Kandji
Kimble
Kompassify
Onboard
OnboardIQ
Onboardwerks
RUN Powered by ADP
Salesforce
Simplicate
Traction
YouWare
Discontinued, still offered
No shut-down product was recommended here.