Seven of fourteen models named Rocketlane first on the direct prompt; one named Planhat. Rocketlane was named by fourteen of the fourteen models and Planhat by twelve and Rocketlane carries 58 labels and Planhat 20, so the shares are not directly comparable.
Named in two categories this edition.
Named in three 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.
Across every category in the November 2026 Edition, Rocketlane and Planhat were named in the same answer forty-one times, of the 186 answers naming Rocketlane and the 187 naming Planhat. In those answers Planhat took the first choice zero times and Rocketlane twenty.
| 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. Three of three in this category shown.
“Planhat users regularly report integration issues that cause challenges in data management and trustworthiness among teams.” Muse Glimmer 30B · negative prompt · soft negative
“Onboarding is a module, not the core product ... Not ideal if onboarding is your primary pain point” Kimi K2 · comparative prompt · soft negative
“Rocketlane and Planhat are the top recommendations” Mistral Small · direct prompt · first choice
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.