Seven of fourteen models named Rocketlane first on the direct prompt; zero named ClickUp. Rocketlane was named by fourteen of the fourteen models and ClickUp by nine and Rocketlane carries 58 labels and ClickUp 13, so the shares are not directly comparable.
Named in two categories this edition.
San Diego, United States, founded 2016. Named in nine categories this edition.
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the client onboarding platforms page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| 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 | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“known performance issues that have led some analysts to advise steering clear of it” Mistral Small · negative prompt · hard negative
“Avoid pricier options like Rocketlane (~$19+/user/month)” Grok 4.20 · budget prompt · hard negative
“It may be worth being cautious about if you need heavy customization or have a complex, large-scale onboarding workflow.” DeepSeek V4 Flash · negative prompt · soft negative
“Rocketlane and Planhat are the top recommendations due to their robust features, ease of use, and strong alignment with mid-market needs” Mistral Small · direct prompt · first choice
“Rocketlane: Top for ease of use, client portals, tasks, and projections (4.7/5, starts ~$49/user/year). Strong for collaborative onboarding.” Grok 4.20 · negative prompt · first choice
“Choose Rocketlane if onboarding involves implementation projects, billable services, staffing, or resource planning.” Perplexity Sonar · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“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 · hard negative
“less specialized for customer-facing implementation than Rocketlane or GUIDEcx” Perplexity Sonar · comparative prompt · soft negative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.