Productive vs Scoro
Zero of fourteen models named Productive first on the direct prompt; zero named Scoro. Productive was named by twelve of the fourteen models and Scoro by thirteen and Productive carries 23 labels and Scoro 40, so the shares are not directly comparable.
Named in two categories 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.
By framing
ProductiveFirst choices, of fourteen modelsScoro
Across every category in the October 2026 Edition, Productive and Scoro were named in the same answer thirty-one times, of the 58 answers naming Productive and the 102 naming Scoro. In those answers Scoro took the first choice two times and Productive eleven.
Every model, every framing
| 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 | | | |
Productive Scoro first choice named as an alternative argued againstblank: not namedEach cell is one answer, Productive on the left and Scoro on the right.The direct prompt
Neither was the first choice, one was named
10 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Productive15%#2 of 11Scoro5%#4 of 11Productive0%#– of 11Scoro0%#11 of 11What the models said about Productive
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Productive stands out as one of the most affordable full-featured professional services automation (PSA) platforms” Grok 4.1 Fast · budget prompt · first choice
“Best Overall Value (True PSA Features): Productive ... widely considered the best fit for SMBs” Qwen 3.7 Flash · budget prompt · first choice
“Productive (starting at $9/user/month) or Teamwork.com ... offer the best overall value” DeepSeek V4 Flash · budget prompt · first choice
What the models said about Scoro
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.