Ten of fourteen models named Kantata first on the direct prompt; two named Rocketlane. Kantata was named by fourteen of the fourteen models and Rocketlane by ten and Kantata carries 52 labels and Rocketlane 21, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category 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 professional services automation page.
Across every category in the October 2026 Edition, Kantata and Rocketlane were named in the same answer forty-one times, of the 150 answers naming Kantata and the 53 naming Rocketlane. In those answers Rocketlane took the first choice six times and Kantata seventeen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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.
“if your use case is not services-delivery-heavy, because these are positioned as specialized PSA platforms ... may be overbuilt for simpler needs” Perplexity Sonar · negative prompt · soft negative
“Legacy PSA leaders often struggle with their history... the transition to newer clouds ... has been rocky.” Qwen 3.7 Flash · negative prompt · soft negative
“Kantata if you need a very simple, low-admin tool... user reviews report a learning curve and complexity” GPT-6 Luna · negative prompt · soft negative
“Positioned as best for mid-market and enterprise services orgs. Guideflow lists "Best for mid-market and enterprise services orgs: Kantata"” Muse Glimmer 30B · direct prompt · first choice
“Choose Kantata if: You're a large consulting firm that treats resource forecasting as a core discipline and need deep project financials.” Kimi K2 · comparative prompt · first choice
“1. Kantata (formerly Mavenlink + Kimble) - Best for: Large enterprises with complex, multi-departmental projects” Mistral Small · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“if your use case is not services-delivery-heavy, because these are positioned as specialized PSA platforms ... may be overbuilt for simpler needs” Perplexity Sonar · negative prompt · soft negative
“more expensive or positioned for larger teams, such as Rocketlane at $19/user/month” Perplexity Sonar · budget prompt · soft negative
“Moderate Caution – Great for onboarding, shallow on financial depth.” DeepSeek V4 Flash · negative prompt · soft negative
“Rocketlane is currently leading the pack in innovation” Gemini 3.5 Flash · direct prompt · first choice
“Rocketlane (best overall with AI-powered Nitro agents)” Claude Haiku 4.5 · comparative prompt · first choice
“Kantata and Rocketlane are the top choices” 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.