# Rocketlane vs Scoro: which do AI models recommend for PSA, October 2026

Finance AI Recommendation Index, October 2026 Edition, Professional services automation. Two of fourteen models named Rocketlane first on the direct prompt; zero named Scoro. Page: https://finance-ai-index.com/receivables/professional-services-automation/rocketlane-vs-scoro/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Rocketlane | 6% | #4 of 10 | 14% | 21 | 10 of 14 |
| Scoro | 2% | #7 of 10 | 12% | 40 | 13 of 14 |

## The direct prompt, model by model

- Gemini 3.5 Flash: rocketlane first (first choices: Rocketlane) (alternatives: Certinia Professional Services Cloud, Kantata, Scoro)
- Mistral Small: rocketlane first (first choices: Kantata, Rocketlane) (alternatives: SAP S/4HANA)
- Claude Haiku 4.5: neither first, one named (first choices: Kantata) (alternatives: Accelo, BigTime, Certinia Professional Services Cloud, Scoro)
- GPT-5.4 mini: neither first, one named (first choices: Kantata) (alternatives: Certinia Professional Services Cloud, Productive, Scoro)
- Perplexity Sonar: neither first, one named (first choices: Kantata) (alternatives: Accelo, Birdview, Rocketlane, Ruddr)
- Grok 4.1 Fast: neither first, one named (first choices: BigTime) (alternatives: Accelo, Autotask, Kantata, Scoro)
- DeepSeek V4 Flash: neither first, one named (first choices: BigTime) (alternatives: Accelo, Certinia PS Cloud, Kantata, Scoro)
- Llama 4 Maverick: neither first, one named (first choices: Kantata) (alternatives: Scoro)
- Qwen 3.7 Flash: neither first, one named (first choices: Kantata) (alternatives: Accelo, Scoro)
- Kimi K2: neither first, one named (first choices: BigTime, Kantata) (alternatives: Accelo, Certinia Professional Services Cloud, Scoro)
- GLM 4.7 FlashX: neither first, one named (first choices: Kantata) (alternatives: BigTime, Scoro)
- MiniMax M2.5: neither first, one named (first choices: Kantata) (alternatives: Avaza, Certinia Professional Services Cloud, Rocketlane, Upland PSA)
- GPT-6 Luna: neither first, one named (first choices: Kantata OX) (alternatives: BigTime, Certinia Professional Services Cloud, Rocketlane)
- Muse Glimmer 30B: neither first, one named (first choices: Kantata) (alternatives: Birdview, Deltek Vantagepoint, Scoro)

## What the models said about Rocketlane

- "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)

## What the models said about Scoro

- "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)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.