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. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
26%
Contested · LaunchBay 11%
26Rocketlane11LaunchBay09Dock54others
26% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Rocketlane (26%) replaces Dock (18% then, 9% now), 17 points clear, past the 11-point floor.Rocketlane leads at 26%, replacing Dock, which led at 18% and stands at 9% now: 17 points clear, 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.This pageMid-marketRocketlane32%Contested▼−15Since October 2026: 47% → 32%, −15 points. Past the 11-point floor: movement.Standing →EnterpriseRocketlane51%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.This pageMid-marketRocketlane32%Contested▼−15Since October 2026: 47% → 32%, −15 points. Past the 11-point floor: movement.Standing →EnterpriseRocketlane51%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Rocketlane26%21%61accepted challenger▲+11Since October 2026: 15% → 26%, +11 points. Past the 11-point floor: movement.15% → 26%
Rocketlane26%21%61accepted challenger▲+11Since October 2026: 15% → 26%, +11 points. Past the 11-point floor: movement.15% → 26%02
LaunchBay11%0%21accepted challenger▲+4Since October 2026: 7% → 11%, +4 points. Inside the 11-point floor: within noise.7% → 11%
LaunchBay11%0%21accepted challenger▲+4Since October 2026: 7% → 11%, +4 points. Inside the 11-point floor: within noise.7% → 11%03
Dock9%11%37accepted challenger▼−9Since October 2026: 18% → 9%, −9 points. Inside the 11-point floor: within noise.18% → 9%
Dock9%11%37accepted challenger▼−9Since October 2026: 18% → 9%, −9 points. Inside the 11-point floor: within noise.18% → 9%04
GUIDEcx9%33%36criticized challenger▲+9Since October 2026: 0% → 9%, +9 points. Inside the 11-point floor: within noise.0% → 9%
GUIDEcx9%33%36criticized challenger▲+9Since October 2026: 0% → 9%, +9 points. Inside the 11-point floor: within noise.0% → 9%05
Bigin by Zoho7%0%13accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise.0% → 7%
Bigin by Zoho7%0%13accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise.0% → 7%06
Content Snare5%0%31accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%
Content Snare5%0%31accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%07
ClickUp4%18%17accepted challenger▼−6Since October 2026: 10% → 4%, −6 points. Inside the 11-point floor: within noise.10% → 4%
ClickUp4%18%17accepted challenger▼−6Since October 2026: 10% → 4%, −6 points. Inside the 11-point floor: within noise.10% → 4%08
Monday.com4%36%11criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Monday.com4%36%11criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%09
HoneyBook2%4%25accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
HoneyBook2%4%25accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%10
Dubsado2%6%17accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Dubsado2%6%17accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%11
Arrows2%0%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Arrows2%0%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%12
OnRamp2%15%13accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%
OnRamp2%15%13accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%13
Process Street2%8%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Process Street2%8%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%14
Moxo2%38%13criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Moxo2%38%13criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%15
Asana2%55%11criticized challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
Asana2%55%11criticized challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%Show the two products at 0%, ordered by negative rate
17
ChurnZero0%87%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ChurnZero0%87%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%16
Notion0%38%13criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
Notion0%38%13criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
0102030405060708091011121314151617Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Rocketlane26%
Rocketlane26%02LaunchBay11%
LaunchBay11%03Dock9%
Dock9%04GUIDEcx9%
GUIDEcx9%05Bigin by Zoho7%
Bigin by Zoho7%06Content Snare5%
Content Snare5%07ClickUp4%
ClickUp4%08Monday.com4%
Monday.com4%09HoneyBook2%
HoneyBook2%10Dubsado2%
Dubsado2%11Arrows2%
Arrows2%12OnRamp2%
OnRamp2%13Process Street2%
Process Street2%14Moxo2%
Moxo2%15Asana2%
Asana2%16Notion0%
Notion0%17ChurnZero0%
ChurnZero0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and GPT-6 Luna changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
GUIDEcx33%
12 of 36 labels negative · 10 of 14 models · 3 hard negative
“Categories of client onboarding platforms to avoid or treat with heavy caution as a small business include the following” Gemini 3.5 Flash, negative prompt
ChurnZero87%
13 of 15 labels negative · 9 of 14 models · 4 hard negative
“Avoid enterprise solutions like ChurnZero ($12,000/year) as they're overkill for small businesses” MiniMax M2.5, budget prompt
Rocketlane21%
13 of 61 labels negative · 9 of 14 models · 4 hard negative
“a time-consuming initial configuration, a limited mobile experience, and constrained reporting options as areas that can slow teams down” Muse Glimmer 30B, negative prompt
Asana55%
6 of 11 labels negative · 6 of 14 models · 5 hard negative
“Repeatedly flagged as not built for enterprise external onboarding, and analysts specifically exclude it from client onboarding shortlists.” Mistral Small, 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
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. 852 links across 183 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.
47 answers · 76 citations · 13 models
vendor site · Software Advice41 answers · 69 citations · 12 models
vendor site · Capterra40 answers · 80 citations · 12 models
vendor site · Rocketlane26 answers · 34 citations · 12 models
vendor site · ClickUp22 answers · 23 citations · 9 models
vendor site · GetApp21 answers · 30 citations · 8 models
vendor site · GUIDEcx17 answers · 30 citations · 10 models
vendor site · Capterra15 answers · 17 citations · 7 models
vendor site · Albato15 answers · 15 citations · 9 models
14 answers · 14 citations · 8 models
14 answers · 14 citations · 9 models
vendor site · Jet Admin12 answers · 12 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
36 answers · 11 models
24 answers · 10 models
23 answers · 9 models
23 answers · 11 models
22 answers · 9 models
18 answers · 8 models
15 answers · 9 models
14 answers · 8 models
14 answers · 6 models
14 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 | 26% | 179 | 3,600 | 52 | 15,010 | $7,649 | 55 |
| LaunchBay launchbay.com | 11% | 29 | |||||
| Dock dock.us | 9% | 271 | 90,500 | 81,222 | 39,016 | 0 | |
| GUIDEcx guidecx.com | 9% | 140 | 1,600 | 7 | 3,425 | 0 | |
| Zoho bigin.com Bigin by Zoho 7% | 7% | 74 | 210 | 33 | 1,980 | 0 | |
| Content Snare contentsnare.com | 5% | 40 | 880 | 5 | 13,666 | 2 | |
| ClickUp clickup.com | 4% | 159 | 201,000 | 1,733 | 322,021 | $1,470 | 120 |
| Monday.com monday.com | 4% | 98 | 74,000 | 3,467 | 691,961 | $164 | 119 |
| HoneyBook honeybook.com | 2% | 77 | 49,500 | 558 | 40,090 | 116 | |
| Dubsado dubsado.com | 2% | 27 |
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 4.5Ziteagainst: OnRampArrows, HummingDeckChangedOnRampSuperOkayno first choiceagainst: Airtable, BambooHR, Gainsight CS, Gusto, Notion, Precursive, Rocketlane
Three alternatives
Arrows, HoneyBook, SuiteDashTwo alternatives
GUIDEcx, RocketlaneFive alternatives
Arrows, Content Snare, Dock, GUIDEcx, OnboardMapFour alternatives
Ahsuite, Clientary, HubSpot CRM, SuiteDashGPT-5.4 miniDockClickUpChangedagainst: GUIDEcx, Rocketlane, TackleHoneyBookLaunchBayno first choiceagainst: ChurnZero, Planhat, Totango
Three alternatives
HoneyBook, LaunchBay, ValuecaseThree alternatives
Asana, Monday.com, NotionSix alternatives
Dock, Dubsado, Moxo, Process Street, Rocketlane, Studio NinjaTwo alternatives
Clientary, Content SnareGemini 3.5 FlashDockagainst: Gainsight CS, PendoDockHeldCopilotMoxieno first choiceagainst: ClickUp, Gainsight CS, Jira, Salesforce Health Cloudagainst: Calendly, DocuSign, Enterprise-tier Salesforce, GUIDEcx, Google Forms, Jira, Rocketlane, SAP Customer Experience, Stripe
Five alternatives
Appcues, Copilot, Rocketlane, UserGuiding, UserpilotFour alternatives
Arrows, ClickUp, Monday.com, RocketlaneFive alternatives
Arrows, Content Snare, Dock, HoneyBook, RocketlaneFour alternatives
Dock, Dubsado, Notion, TallySeven alternatives
Copilot, Dock, GUIDEcx, HubSpot Service Hub, Rocketlane, Setuply, TaskRayPerplexity SonarRocketlaneGUIDEcxChangedClickUpContent Snareagainst: ChurnZero, GUIDEcx, Rocketlaneno first choiceagainst: Asana, Clustdoc, GUIDEcx, Moxo, Notion, OnRamp, Rocketlane
Five alternatives
Assembly, Dock, GUIDEcx, UserGuiding, UserflowThree alternatives
ClickUp, Dock, RocketlaneFour alternatives
Content Snare, Dock, GUIDEcx, RocketlaneFour alternatives
ClickUp, Dock, Dubsado, UserGuidingGrok 4.20Rocketlaneagainst: ChurnZeroRocketlaneHeldagainst: Airtable, Asana, Monday.com, TrelloOnboardingHubagainst: ChurnZeroContent Snareagainst: Rocketlaneno first choiceagainst: Welcome (by HiBobagainst: Assembly, BigTime, Birdeye, ChurnZero, Dock, HubSpot Service Hub, Planhat, Rocketlane, Thryv
Four alternatives
Bigin by Zoho, HoneyBook, Onboard.io, Process StreetThree alternatives
GUIDEcx, HubSpot CRM, ValuecaseFour alternatives
Clientary, Custify, GUIDEcx, RocketlaneFive alternatives
Bigin by Zoho, Google Forms, Google Workspace, HoneyBook, Process StreetMistral SmallOnRamp, RocketlaneGUIDEcxChangedLaunchBayagainst: ChurnZeroLaunchBay, UserGuidingno first choiceagainst: Asana, ChurnZero, Notion, Rocketlane
Three alternatives
Dock, GUIDEcx, MotionThree alternatives
Moxo, OnRamp, RocketlaneFive alternatives
Bigin by Zoho, Content Snare, Microcasting, OnRamp, RemotePassTwo alternatives
Content Snare, RocketlaneDeepSeek V4 FlashContent Snare, RocketlaneRocketlaneChangedagainst: ClickUp, Monday.comno first choiceagainst: ClientjoyDubsadoLaunchBayagainst: Asana, ChurnZero, Clinked, Copper, GUIDEcx, Huddle, Monday.com, Notion, Onehub, Process Street, Rocketlane, SuiteDash, Trello
Three alternatives
Dock, LaunchBay, OnRampOne alternative
GUIDEcxFive alternatives
Content Snare, Dock, GUIDEcx, LaunchBay, RocketlaneTwo alternatives
Bigin by Zoho, HoneyBookFour alternatives
Content Snare, Custify, HoneyBook, RocketlaneLlama 4 MaverickGUIDEcxGUIDEcxHeldContent SnareBigin by Zohono first choiceagainst: Catch, GUIDEcx, Gainsight CS, Moxo, SuiteDash
Three alternatives
Custify, OnRamp, RocketlaneTwo alternatives
OnRamp, RocketlaneFour alternatives
Bigin by Zoho, LaunchBay, Revver, RocketlaneFour alternatives
Content Snare, LaunchBay, Rocketlane, UserGuidingQwen 3.7 FlashRocketlaneagainst: MoxoMonday.comChangedRocketlaneagainst: Hello BonsaiBigin by Zoho, ClickUpagainst: ChurnZerono first choiceagainst: Airtable, Asana, Bubble, ClickUp, GUIDEcx, Monday.com, Moxo, NetSuite, Pegasystems, SAP SuccessFactors, Salesforce Financial Services Cloud, Trello
Four alternatives
Appcues, Assembly, Dock, UserpilotFive alternatives
Airtable, Catalyst, HubSpot CRM, Intercom, SoftrThree alternatives
Dubsado, HoneyBook, RevverThree alternatives
LaunchBay, Rocketlane, TallyKimi K2OnboardingHub, RocketlaneAsana, Monday.com, RocketlaneChangedagainst: GUIDEcxHoneyBookagainst: DockLaunchBayDock, Moxo, Rocketlaneagainst: HubSpot CRM, Planhat, Salesforce
Two alternatives
Arrows, Content SnareTwo alternatives
Notion, TrelloFive alternatives
Arrows, Content Snare, Copilot, Dubsado, RocketlaneFour alternatives
Bigin by Zoho, ClickUp, Notion, TrelloTwo alternatives
Dubsado, HoneyBookGLM 4.7 FlashXLaunchBayGUIDEcx, Process StreetChangedContent Snareagainst: MoxoBigin by Zohono first choiceagainst: Asana, ChurnZero, Notion, Planhat
Seven alternatives
Bigin by Zoho, ChurnZero, Content Snare, HelpHero, HubSpot Customer Journey Orchestration, OnRamp, RocketlaneFour alternatives
Asana, ClickUp, Monday.com, RocketlaneTwo alternatives
HoneyBook, RocketlaneThree alternatives
ClickUp, Content Snare, LaunchBayMiniMax M2.5RocketlaneRocketlaneHeldHoneyBookagainst: GUIDEcxLaunchBay, Rocketlaneagainst: ChurnZerono first choiceagainst: Lessonly, SAP Litmos, Salesforce, Squarespace, Webflow, Wix, Zapier Interfaces
Four alternatives
Bigin by Zoho, Content Snare, Custify, GUIDEcxThree alternatives
Custify, Dock, Process StreetThree alternatives
Dock, Rocketlane, TrupeerOne alternative
Content SnareGPT-6 LunaValuecaseagainst: Dock, GUIDEcx, RocketlaneDockChangedDubsado, HoneyBookagainst: RocketlaneHoneyBookno first choiceagainst: Dock, Dubsado, GUIDEcx, HoneyBook, Rocketlane
One alternative
ArrowsOne alternative
RocketlaneThree alternatives
Content Snare, Dock, SuiteDashOne alternative
SuiteDash StartMuse Glimmer 30BRocketlaneRocketlaneHeldLaunchBay, Rocketlaneagainst: ChurnZero, PlanhatAssembly, Bigin by Zohono first choiceagainst: ChurnZero, GUIDEcx, Gainsight CS, OnRamp Technology, Planhat, Precursive, Product Fruits, Rocketlane
Three alternatives
GUIDEcx, LaunchBay, OnRampThree alternatives
Content Snare, Dock, GUIDEcxEight alternatives
Content Snare, Custify, Dock, Dubsado, GUIDEcx, HoneyBook, Moxo, SuiteDashThree alternatives
Content Snare, LaunchBay, 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.
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 10:55 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:14 | yes | 2 | 4 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 16:28 | yes | 8 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:34 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:01 | yes | 7 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:26 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:43 | yes | 24 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:15 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:20 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:41 | yes | 14 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:06 | yes | 13 | 51 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:27 | yes | 12 | 45 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:39 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:16 | yes | 12 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:38 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:42 | no | 0 | 2 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 16:52 | yes | 9 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:02 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:36 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:20 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:03 | yes | 24 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:01 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:07 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:17 | yes | 19 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:28 | yes | 24 | 224 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:02 | yes | 5 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:07 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:43 | yes | 22 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:27 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:50 | yes | 5 | 7 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 15:43 | yes | 7 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:06 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:06 | yes | 8 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:24 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:25 | yes | 23 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:49 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:39 | yes | 10 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:10 | yes | 24 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:44 | yes | 25 | 49 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:03 | yes | 24 | 52 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:41 | yes | 6 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:07 | yes | 11 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:45 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:34 | yes | 2 | 4 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 12:44 | yes | 8 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:39 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:29 | yes | 22 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:19 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:55 | yes | 18 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:22 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:31 | yes | 8 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:34 | yes | 16 | 40 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:36 | yes | 22 | 50 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:11 | yes | 5 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:16 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:58 | yes | 12 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:21 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:02 | no | 0 | 6 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 16:07 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:52 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:11 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:35 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:37 | yes | 22 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:50 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:03 | yes | 10 | 48 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:55 | yes | 10 | 17 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:42 | yes | 19 | 40 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:19 | yes | 14 | 50 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:23 | yes | 2 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:58 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:35 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:13 | yes | 5 | 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 15:46 | yes | 10 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:42 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:08 | yes | 12 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:20 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:06 | yes | 24 | 51 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:36 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:28 | yes | 10 | 24 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:21 | yes | 23 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:30 | yes | 15 | 70 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:22 | no | 0 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:24 | yes | 5 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:50 | yes | 24 | 29 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
Monday read as Monday.com
Unresolved, counted raw
ClickUp Templates
ClientFlow
Cohere
Email/Docusign
Enterprise-tier Salesforce
Forward
GoLiveFlow
Hello Bonsai
HubSpot Customer Journey Orchestration
HubSpot Onboarding
HubSpot’s free/low-tier CRMs
Huddle
OnRamp Technology
Onboardbase
Onehub
Practice
ProcessSt
Projetly
RemotePass
Salesforce
Salesforce Health Cloud
Setuply
Studio Ninja
Wave Invoicing
Welcome (by HiBob
Workleap Onboarding
Discontinued, still offered
No shut-down product was recommended here.