Zero of fourteen models named Accelo first on the direct prompt; zero named Scoro. Accelo was named by twelve of the fourteen models and Scoro by thirteen and Accelo carries 25 labels and Scoro 40, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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 professional services automation page.
Across every category in the October 2026 Edition, Accelo and Scoro were named in the same answer forty-seven times, of the 63 answers naming Accelo and the 102 naming Scoro. In those answers Scoro took the first choice five times and Accelo zero.
| 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. Four of five in this category shown.
“Some users report slow onboarding, poor support, and billing issues” Claude Haiku 4.5 · negative prompt · soft negative
“I'd recommend starting with BigTime or Accelo” MiniMax M2.5 · paraphrase prompt · first choice
“BigTime and Accelo are top recommendations” Mistral Small · paraphrase prompt · first choice
“Best for: Small-to-midsize boutique services firms looking for a "quote-to-cash" automated workflow.” Gemini 3.5 Flash · comparative prompt · alternative
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 you need a "pure" PSA, because one industry analysis notes that some vendors market themselves primarily as project management” Perplexity Sonar · negative prompt · soft negative
“Opinionated setup that's time-consuming to configure, lacks depth for complex billing as firms scale” Grok 4.1 Fast · negative prompt · soft negative
“Users report that Scoro is sometimes slow, particularly when opening a project with many details” Claude Haiku 4.5 · negative prompt · soft negative
“Choose Scoro if you want to replace multiple tools with one affordable system and need strong financial reporting.” GLM 4.7 FlashX · comparative prompt · first choice
“Kantata and Scoro are strong at your size” Kimi K2 · scale prompt · first choice
“Scoro is an all-in-one solution where you can manage projects, tasks, sales pipeline, resource allocations, and financials” Claude Haiku 4.5 · direct prompt · alternative
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.