# Make vs Workato: which do AI models recommend for orchestration, October 2026

IT AI Recommendation Index, October 2026 Edition, Workflow orchestration. Six of fourteen models named Make first on the direct prompt; three named Workato. Page: https://it-ai-index.com/it-data/workflow-orchestration/make-vs-workato/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Make | 12% | #5 of 14 | 26% | 27 | 12 of 14 |
| Workato | 5% | #6 of 14 | 33% | 18 | 11 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: make first (first choices: Make, Zapier) (alternatives: Prefect, n8n)
- Gemini 3.5 Flash: make first (first choices: Make, Prefect) (alternatives: Astronomer Astro, Dagster, Workato, n8n)
- Grok 4.1 Fast: make first (first choices: Make, Zapier) (alternatives: Apache Airflow, Microsoft Power Automate, Prefect, Tray.io, n8n)
- Qwen 3.7 Flash: make first (first choices: Make) (alternatives: Kissflow, Microsoft Power Automate, Native HubSpot Workflows, Nintex)
- Kimi K2: make first (first choices: Make) (alternatives: Tray.io, Workato, n8n)
- GLM 4.7 FlashX: make first (first choices: Make) (alternatives: Zapier, n8n)
- Perplexity Sonar: workato first (first choices: Workato) (alternatives: HubSpot workflows, Make, SnapLogic, Zapier, n8n)
- GPT-6 Luna: workato first (first choices: Workato) (alternatives: Make, Prefect, Temporal, n8n)
- Muse Glimmer 30B: workato first (first choices: Workato) (alternatives: Make, Microsoft Power Automate, ServiceNow Workflow, Zapier)
- GPT-5.4 mini: neither named (first choices: Prefect) (alternatives: Apache Airflow, Dagster, Temporal)
- Mistral Small: neither named (first choices: HubSpot Marketing Hub) (alternatives: Kissflow, Microsoft Power Automate, Revo, Tray.io)
- DeepSeek V4 Flash: neither named (first choices: n8n) (alternatives: Microsoft Power Automate, Zapier)
- Llama 4 Maverick: neither named (first choices: Kissflow) (alternatives: HubSpot Marketing Hub, Microsoft Power Automate)
- MiniMax M2.5: neither named (first choices: Microsoft Power Automate, Tray.io) (alternatives: Zapier)

## What the models said about Make

- "Avoid No-Code (Zapier/Make) for data infrastructure, ETL, and backend logic." (Gemini 3.5 Flash, negative prompt, hard negative)
- "If your budget is bleeding from expensive tools like Zapier or Make" (Gemini 3.5 Flash, budget prompt, hard negative)
- "Good visual builder at a budget price ($9/mo) — but workflows get messy at scale." (DeepSeek V4 Flash, direct prompt, soft negative)
- "Make is usually the best overall choice if you want a low-cost, user-friendly automation platform with a generous free tier" (Perplexity Sonar, budget prompt, first choice)
- "Make typically offers the best balance of features, pricing, and ease of use for mid-market B2B companies" (GLM 4.7 FlashX, direct prompt, first choice)
- "Make.com is the most cost-effective and powerful engine for a mid-market B2B budget" (Gemini 3.5 Flash, direct prompt, first choice)

## What the models said about Workato

- "Workato specifically gets complaints about overwhelming complexity/pricing, steep onboarding, data limits" (Grok 4.1 Fast, negative prompt, soft negative)
- "typically starts around $15,000+/year, which can be overkill for many mid-market budgets" (DeepSeek V4 Flash, direct prompt, soft negative)
- "Considerations: Higher cost, requires dedicated integration engineers" (GLM 4.7 FlashX, direct prompt, soft negative)
- "I'd put Workato on the shortlist first for a mid-market B2B company that needs reliable integrations plus governance" (GPT-6 Luna, direct prompt, first choice)
- "Choose Workato when you need governed, auditable orchestration across CRM, marketing automation, RevOps and ERP" (Muse Glimmer 30B, direct prompt, first choice)
- "the strongest default choice is usually Workato" (Perplexity Sonar, direct prompt, first choice)

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.