One of fourteen models named Planhat first on the direct prompt; zero named ClickUp. Planhat was named by twelve of the fourteen models and ClickUp by nine and Planhat carries 20 labels and ClickUp 13, so the shares are not directly comparable.
Named in three 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. 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
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.