Productive vs Scoro
One of fourteen models named Productive first on the direct prompt; one named Scoro. Productive was named by twelve of the fourteen models and Scoro by fourteen and Productive carries 29 labels and Scoro 41, 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 November 2026 Edition, Productive and Scoro were named in the same answer sixty-one times, of the 82 answers naming Productive and the 114 naming Scoro. In those answers Scoro took the first choice five times and Productive thirteen.
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 4.20 | | | | |||
| 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 | | | |
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
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 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
Productive17%#2 of 16Scoro8%#3 of 16Productive0%#– of 13Scoro0%#13 of 13What the models said about Productive
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“For a company with a limited budget, Productive stands out as one of the best professional services automation (PSA) platforms.” Grok 4.20 · budget prompt · first choice
“Safer Alternatives to Consider - Productive or Scoro — Better UX for agencies/consultancies” Kimi K2 · negative prompt · first choice
“Productive is a strong default choice for budget-conscious professional services firms” GPT-5.4 mini · 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. Five of six in this category shown.
“Note: Some users report high cost and integration challenges” Kimi K2 · comparative prompt · soft negative
“A steep learning curve is the most common complaint on G2” Claude Haiku 4.5 · negative prompt · soft negative
“start by shortlisting Scoro (fastest time-to-value, strong utilization dashboards)” Kimi K2 · paraphrase prompt · first choice
“Productive or Scoro — Better UX for agencies/consultancies (50–500 people)” Kimi K2 · negative prompt · first choice
“For most teams: Start with Productive or Scoro for balanced PSA.” Grok 4.20 · comparative 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.