Eleven of fourteen models named Kantata first on the direct prompt; two named BigTime PSA. Both were named by all fourteen models and Kantata carries 57 labels and BigTime PSA 50, so the shares are not directly comparable.
Named in one category 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 November 2026 Edition, Kantata and BigTime PSA were named in the same answer ninety-six times, of the 158 answers naming Kantata and the 135 naming BigTime PSA. In those answers BigTime PSA took the first choice fifteen times and Kantata twenty-five.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | BP | |||||
| GPT-5.4 mini | BP | |||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | BP | |||||
| Grok 4.20 | ||||||
| Mistral Small | BP | |||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | BP | |||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | BP | |||||
| GPT-6 Luna | BP | |||||
| Muse Glimmer 30B | BP |
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.
“Avoid enterprise tools like Kantata or Deltek (often custom/expensive with setup fees of $2,000+)” Grok 4.20 · budget prompt · hard negative
“Avoid enterprise suites | Kantata, Certinia, and Accelo target larger budgets” Kimi K2 · budget prompt · hard negative
“High cost: Frequently cited as "prohibitively expensive" for smaller teams” Kimi K2 · negative prompt · hard negative
“For mid-market firms (50–500 employees), the strongest options in 2026 are: | Kantata | Mid-market & enterprise services | Deep financial integration, strong reporting |” GLM 4.7 FlashX · scale prompt · first choice
“start by shortlisting Scoro (fastest time-to-value, strong utilization dashboards) and Kantata (if you need enterprise-grade resource planning)” Kimi K2 · paraphrase prompt · first choice
“Choose Kantata for complex, multi-region services organizations that need advanced resource and margin management.” Perplexity Sonar · 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.
“Options if your services are closer to creative/marketing or agency workflows, though evaluate scale carefully.” Gemini 3.5 Flash · scale prompt · soft negative
“A popular PSA platform, but may have its own set of limitations and potential drawbacks.” Llama 4 Maverick · negative prompt · soft negative
“those tend to sit higher in price than the lightweight tools above” Muse Glimmer 30B · budget prompt · soft negative
“BigTime for billing/invoicing simplicity or Scoro/Productive for broader operational planning at $13-50/user are the mid-market sweet spot” Muse Glimmer 30B · paraphrase prompt · first choice
“BigTime stands out as the best professional services automation (PSA) platform for most mid-market B2B companies” Grok 4.20 · direct prompt · first choice
“I'd recommend BigTime as your primary choice for a mid-sized B2B company focused on project billing and utilization” DeepSeek V4 Flash · paraphrase 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.