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 November 2026 Edition.
Standing · first-choice share
32%
Contested · Rocketlane 32%
32GUIDEcx32Rocketlane09Bigin by Zoho28others
32% of first choices, contested.
Since October 2026▼−15Since October 2026: 47% → 32%, −15 points. Past the 11-point floor: movement.Rocketlane held the lead, −15 points on 47%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Rocketlane26%Contested↗new leaderNew leader since October 2026: Rocketlane (26%) replaces Dock (18% then, 9% now), 17 points clear, past the 11-point floor.Standing →Mid-marketRocketlane32%Contested▼−15Since October 2026: 47% → 32%, −15 points. Past the 11-point floor: movement.This pageEnterpriseRocketlane51%Clear leader▲+10Since October 2026: 41% → 51%, +10 points. Inside the 11-point floor: within noise.Standing →
Rocketlane26%Contested↗new leaderNew leader since October 2026: Rocketlane (26%) replaces Dock (18% then, 9% now), 17 points clear, past the 11-point floor.Standing →Mid-marketRocketlane32%Contested▼−15Since October 2026: 47% → 32%, −15 points. Past the 11-point floor: movement.This pageEnterpriseRocketlane51%Clear leader▲+10Since October 2026: 41% → 51%, +10 points. Inside the 11-point floor: within noise.Standing →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 October 2026
01Rocketlane32%14%58endorsed leader▼−15Since October 2026: 47% → 32%, −15 points. Past the 11-point floor: movement.47% → 32%
Rocketlane32%14%58endorsed leader▼−15Since October 2026: 47% → 32%, −15 points. Past the 11-point floor: movement.47% → 32%02
GUIDEcx32%14%51endorsed leader▲+19Since October 2026: 13% → 32%, +19 points. Past the 11-point floor: movement.13% → 32%
GUIDEcx32%14%51endorsed leader▲+19Since October 2026: 13% → 32%, +19 points. Past the 11-point floor: movement.13% → 32%03
UserGuiding6%17%12accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
UserGuiding6%17%12accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%04
Dock4%4%27accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Dock4%4%27accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%05
Planhat2%10%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Planhat2%10%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%06
ClickUp2%15%13accepted challenger▼−9Since October 2026: 11% → 2%, −9 points. Inside the 11-point floor: within noise.11% → 2%
ClickUp2%15%13accepted challenger▼−9Since October 2026: 11% → 2%, −9 points. Inside the 11-point floor: within noise.11% → 2%Show the ten products at 0%, ordered by negative rate
16
Asana0%69%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Asana0%69%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14
ChurnZero0%37%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ChurnZero0%37%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%15
Gainsight CS0%31%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Gainsight CS0%31%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Moxo0%20%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Moxo0%20%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Pendo0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Pendo0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Appcues0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Appcues0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Userpilot0%15%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Userpilot0%15%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
HoneyBook0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
HoneyBook0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
OnRamp0%6%17accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
OnRamp0%6%17accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%07
Arrows0%0%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Arrows0%0%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
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 →
01020304050607080910111213141516Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Rocketlane32%
Rocketlane32%02GUIDEcx32%
GUIDEcx32%03UserGuiding6%
UserGuiding6%04Dock4%
Dock4%05Planhat2%
Planhat2%06ClickUp2%
ClickUp2%07Arrows0%
Arrows0%08OnRamp0%
OnRamp0%09HoneyBook0%
HoneyBook0%10Moxo0%
Moxo0%11Userpilot0%
Userpilot0%12Appcues0%
Appcues0%13Pendo0%
Pendo0%14ChurnZero0%
ChurnZero0%15Gainsight CS0%
Gainsight CS0%16Asana0%
Asana0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, GLM 4.7 FlashX, 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.
Asana69%
9 of 13 labels negative · 7 of 14 models · 6 hard negative
“Tools like Trello, Asana, or ClickUp are excellent for tasks, but they are terrible at the legal/compliance side of onboarding” Qwen 3.7 Flash, negative prompt
Rocketlane14%
8 of 58 labels negative · 7 of 14 models · 2 hard negative
“known performance issues that have led some analysts to advise steering clear of it” Mistral Small, negative prompt
ChurnZero37%
10 of 27 labels negative · 6 of 14 models · 1 hard negative
“Avoid pricier options like ... ChurnZero ($12k+/year)” Grok 4.20, budget prompt
GUIDEcx14%
7 of 51 labels negative · 6 of 14 models
“Frequently cited in Reddit threads ... as a "mixed bag" for client adoption ... High implementation effort; some users report it feels rigid.” 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
72 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. 791 links across 197 sites, every framing counted. Ranked by the number of answers carrying the site or page. 16 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Rocketlane32 answers · 42 citations · 12 models
30 answers · 57 citations · 12 models
vendor site · GUIDEcx27 answers · 55 citations · 13 models
vendor site · Software Advice25 answers · 32 citations · 11 models
vendor site · ClickUp20 answers · 20 citations · 10 models
vendor site · Albato19 answers · 19 citations · 11 models
vendor site · GetApp17 answers · 24 citations · 7 models
vendor site · Capterra16 answers · 23 citations · 8 models
15 answers · 23 citations · 6 models
15 answers · 15 citations · 9 models
14 answers · 15 citations · 6 models
11 answers · 11 citations · 8 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.
20 answers · 10 models
19 answers · 11 models
17 answers · 10 models
15 answers · 9 models
15 answers · 9 models
14 answers · 6 models
13 answers · 8 models
13 answers · 6 models
13 answers · 8 models
12 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Rocketlane rocketlane.com | 32% | 179 | 3,600 | 52 | 15,010 | $7,649 | 55 | |
| GUIDEcx guidecx.com | 32% | 140 | 1,600 | 7 | 3,425 | 0 | ||
| Zoho bigin.com Bigin by Zoho 9% | 9% | 74 | 210 | 33 | 1,980 | 0 | ||
| UserGuiding userguiding.com | 6% | 111 | 390 | 0 | 9,819 | 2 | 5 | |
| Notion notion.com | 6% | 222 | 673,000 | 15,608 | 1,061,466 | 52 | ||
| Dock dock.us | 4% | 271 | 90,500 | 81,222 | 39,016 | 0 | ||
| Planhat planhat.com | 2% | 178 | 2,900 | 45 | 3,971 | $4,492 | 6 | |
| ClickUp clickup.com | 2% | 159 | 201,000 | 1,733 | 322,021 | $1,470 | 120 | |
| LaunchBay launchbay.com | 2% | 29 | ||||||
| Process Street process.st | 2% | 26 | 1,900 | 42 | 45,540 | 5 |
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 4.5GUIDEcxGUIDEcxHeldagainst: Asana, Jira, Monday.comno first choiceUserGuidingno first choicenothing named
Four alternatives
Custify, Customerscore.io, OnRamp, RocketlaneTwo alternatives
OnRamp, RocketlaneSix alternatives
Bigin by Zoho, Bonsai, HoneyBook, OnboardMap, Paperform, SuperOkayGPT-5.4 miniRocketlaneRocketlaneHeldGUIDEcxProcess Streetno first choicenothing named
Four alternatives
ChurnZero, Custify, GUIDEcx, PlanhatFour alternatives
ChurnZero, GUIDEcx, Totango, VitallyFour alternatives
Dock, OnRamp, Pendo, RocketlaneThree alternatives
Dock, FuseBase, RocketlaneGemini 3.5 FlashGUIDEcxagainst: Asana, TrelloRocketlaneChangedagainst: Asana, Jira, Monday.comGUIDEcx, RocketlaneDockno first choiceagainst: Asana, Calendly, DocuSign, GUIDEcx, Jira, Monday.com, Rocketlane, Stripe, SuiteDash, TaskRay, Trello, Typeform
Five alternatives
Dock, OnRamp, Precursive, Rocketlane, TaskRayFour alternatives
Arrows, Dock, GUIDEcx, TaskRaySeven alternatives
Appian, Arrows, ClickUp, Fenergo, Monday.com, Portal, SuiteDashSix alternatives
Ahsuite, ClickUp, Notion, SuiteDash, SuperOkay, TallySeven alternatives
Arrows, Baton, ClientSuccess, Dock, GUIDEcx, Gainsight CS, RocketlanePerplexity SonarGUIDEcxagainst: HubSpot CRMGUIDEcxHeldRocketlaneagainst: ClickUpClickUpagainst: Rocketlaneno first choiceagainst: Asana, Clustdoc, Content Snare, Dubsado, GUIDEcx, HoneyBook, Moxo, Notion, OnRamp, Rocketlane
One alternative
RocketlaneTwo alternatives
OnRamp, RocketlaneSix alternatives
Arrows, Dubsado, GUIDEcx, HoneyBook, Moxo, OnRampThree alternatives
Assembly, Dubsado, UserGuidingGrok 4.20Rocketlaneagainst: Gainsight CSRocketlaneHeldagainst: Asana, Salesforce, Trellono first choiceNotionagainst: ChurnZero, Custify, Rocketlaneno first choiceagainst: ChurnZero, GUIDEcx, HubSpot CRM, Inline Manual, Jotform, Onboard.io, Pendo, Taskade Genesis, UserGuiding, WalkMe, Whatfix
Eight alternatives
Appcues, ChurnZero, GUIDEcx, Pendo, Planhat, Totango, Userpilot, VitallyTwo alternatives
GUIDEcx, Gainsight CSSix alternatives
ChurnZero, Flowla, GUIDEcx, Gainsight CS, Rocketlane, UserpilotFive alternatives
Airtable, Bigin by Zoho, ClickUp, HoneyBook, TrelloNine alternatives
Appcues, ChurnZero, Clientjoy, Gainsight CS, OnboardIQ, Totango, Trumpet, UserGuiding, VouchedMistral SmallPlanhat, RocketlaneGUIDEcxChangedagainst: Appcuesno first choiceLaunchBay, UserGuidingno first choiceagainst: Appcues, Asana, ChurnZero, Notion, Pendo, Rocketlane, UserGuiding
Two alternatives
GUIDEcx, MoxoTwo alternatives
ClickUp, RocketlaneThree alternatives
ClickUp, Content Snare, DockDeepSeek V4 FlashRocketlaneGUIDEcxChangedRocketlaneDockno first choiceagainst: ChurnZero, Enablix, Rocketlane, Salesforce
Four alternatives
Arrows, ChurnZero, Dock, GUIDEcxOne alternative
RocketlaneSix alternatives
Arrows, ChurnZero, Dock, Dubsado, GUIDEcx, HoneyBookFour alternatives
Bigin by Zoho, ClickUp, Dubsado, UserGuidingLlama 4 MaverickGUIDEcxGUIDEcxHeldno first choiceUserGuidingagainst: GUIDEcx, Rocketlaneno first choiceagainst: GUIDEcx, Gainsight CS, Moxo
Two alternatives
Dock, RocketlaneTwo alternatives
Asana, FuseBaseTwo alternatives
Bigin by Zoho, HelpHeroQwen 3.7 FlashRocketlaneRocketlaneHeldno first choiceNotionagainst: Dock, Moxono first choiceagainst: Asana, ClickUp, Oracle, SAP, Salesforce, Trello
One alternative
GUIDEcxTwo alternatives
Dock, GUIDEcxSeven alternatives
Airtable, Aligned, ClickUp, HelpHero, HubSpot CRM, Softr, UserGuidingKimi K2GUIDEcxagainst: ChurnZero, Gainsight CSGUIDEcxHeldFlowla, OnboardingHubagainst: ChurnZero, ClientSuccess, PlanhatBigin by ZohoGUIDEcx, Rocketlaneagainst: GUIDEcx, SkySlope, Userpilot
Three alternatives
Arrows, OnRamp, RocketlaneTwo alternatives
OnRamp, RocketlaneFive alternatives
Dubsado, GUIDEcx, Moxo, Rocketlane, SuiteDashFive alternatives
Aligned, Content Snare, Flowla, LaunchBay, TrelloTwo alternatives
Arrows, DockGLM 4.7 FlashXRocketlaneagainst: ChurnZero, UserpilotGUIDEcxChangedOnboardingHubBigin by Zohono first choiceagainst: Assembly, ChurnZero, GUIDEcx, Scale Plans
Two alternatives
GUIDEcx, MoxoFour alternatives
Asana, ClickUp, Monday.com, RocketlaneEight alternatives
Arrows, FuseBase, GUIDEcx, JetAdmin, LaunchBay, Moxo, Noloco, RocketlaneTwo alternatives
Flowla, TallyfyMiniMax M2.5Rocketlaneagainst: Automate.io, ServiceNow Onboarding, Trello, Zoho FSM / Zoho CRMRocketlaneHeldno first choiceBigin by Zoho, Notionno first choicenothing named
Two alternatives
GUIDEcx, OnRampThree alternatives
ChurnZero, GUIDEcx, OnRampThree alternatives
ClickUp, OnboardingHub, UserGuidingGPT-6 LunaGUIDEcxRocketlaneChangedRocketlaneSuiteDash Startno first choicenothing named
Two alternatives
Arrows, RocketlaneOne alternative
GUIDEcxSeven alternatives
Arrows, Dock, GUIDEcx, Gainsight CS, Moxo, Pendo, PlanhatOne alternative
HoneyBookMuse Glimmer 30BGUIDEcxRocketlaneChangedagainst: ChurnZero, ClientSuccess, Gainsight CSGUIDEcxBigin by Zohono first choiceagainst: Apollo.io, Asana, Assembly, Avetta, ChurnZero, Gong, Klaviyo, Linear, Monday.com, Planhat, Rocketlane, Sprout Social, Thryv, TriNet
One alternative
RocketlaneOne alternative
GUIDEcxSeven alternatives
ChurnZero, ClientSuccess, Clientjoy, OnRamp, Planhat, PracticePanther, RocketlaneFour alternatives
LaunchBay, Plutio, Pushwoosh, UserGuidingBold 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.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:44 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:00 | yes | 2 | 8 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:41 | yes | 12 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:56 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:46 | yes | 13 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:37 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:17 | yes | 18 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:18 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:44 | yes | 5 | 15 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:24 | yes | 15 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:55 | yes | 25 | 51 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:47 | yes | 5 | 58 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:04 | yes | 4 | 26 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:26 | yes | 12 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:00 | yes | 10 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:08 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:37 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:33 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:30 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:39 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:42 | yes | 23 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:51 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:56 | yes | 5 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:21 | yes | 9 | 14 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:00 | yes | 23 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:46 | yes | 5 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:41 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:19 | yes | 13 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:24 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:22 | yes | 5 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:17 | no | 0 | 14 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:07 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:08 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:35 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:41 | yes | 22 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:45 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:42 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:56 | yes | 15 | 53 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:14 | yes | 21 | 120 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:09 | yes | 17 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:31 | yes | 7 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:28 | yes | 23 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:12 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:14 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:30 | yes | 5 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:13 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:57 | yes | 12 | 19 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:36 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:54 | yes | 22 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:40 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:04 | yes | 5 | 14 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:49 | yes | 18 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:32 | yes | 24 | 24 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:06 | yes | 7 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:55 | yes | 3 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:51 | yes | 13 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:48 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:58 | no | 0 | 4 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:30 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:28 | yes | 10 | 12 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:24 | yes | 5 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:53 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:21 | yes | 24 | 145 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:07 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:45 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:44 | yes | 19 | 65 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:11 | yes | 24 | 101 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:21 | no | 0 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:17 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:13 | yes | 12 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:24 | no | 0 | 3 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:23 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:30 | yes | 10 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:18 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:39 | yes | 13 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:03 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:25 | yes | 23 | 25 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:29 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:36 | no | 0 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:36 | yes | 25 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:14 | yes | 22 | 70 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:13 | no | 0 | 15 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:50 | no | 0 | 5 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:11 | yes | 23 | 27 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Gainsight read as Gainsight CS
HubSpot read as HubSpot CRM
Unresolved, counted raw
Avetta
Cert\u767d\u75f4
ClientEnforce
Clio Grow
CustomerSuccess
FrankieOne
HoneyDeer
Hudu
JetAdmin
Linear
Motion.io (LaunchBay)
Oracle
Pega Systems
Personly
PracticePanther
SAP
Salesforce
Scale Plans
ServiceNow Onboarding
SkySlope
Veraxa
Vouched
Zoho FSM / Zoho CRM
Discontinued, still offered
No shut-down product was recommended here.