# Temporal: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 42 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/temporal

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Workflow orchestration](https://www.gane.ai/index/it/it-data/workflow-orchestration/index.md) | 4% | 8 | 12% | 42 |

## What the models said for it

- "Winner: Temporal ... is the industry standard for developer-centric durable execution." (Gemini 3.5 Flash, Orchestration)
- "the best default choice is usually Temporal" (GPT-5.4 mini, Orchestration)
- "Best for reliable, durable execution of complex business logic or microservices... has a steeper learning curve." (Grok 4.20, Orchestration)
- "Temporal – highest-rated for durable execution (9.1/10), handles failures gracefully, code-first approach" (Kimi K2, Orchestration)

## And against it

- "Avoid: Proprietary paid tools like Temporal Cloud or heavy enterprise suites until you have budget for them." (Kimi K2, Orchestration)
- "Temporal - It is not recommended unless you're building a complex, long-running distributed system and have a dedicated DevOps/infrastructure team." (Llama 4 Maverick, Orchestration)
- "Emerging/niche tools (e.g., Kestra, Temporal): Generally positive, but watch for immaturity" (Grok 4.20, Orchestration)
- "Be cautious if you want simple DAG scheduling rather than durable application workflows." (GPT-6 Luna, Orchestration)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 2 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 1 | 4 | 0 | 0 | 5 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 3 | 1 | 1 | 5 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 2 | 0 | 4 |
| Llama 4 Maverick | 0 | 0 | 2 | 1 | 3 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 1 | 3 |
| Kimi K2 | 0 | 3 | 0 | 1 | 4 |
| GLM 4.7 FlashX | 0 | 4 | 0 | 0 | 4 |
| MiniMax M2.5 | 0 | 2 | 1 | 0 | 3 |
| GPT-6 Luna | 0 | 1 | 1 | 1 | 3 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Temporal, from 93 of the 115 answers that named it (only the models that return a source list).

### Domains cited

- zapier.com: 39
- kestra.io: 34
- ones.com: 32
- getorchestra.io: 27
- github.com: 24
- cflowapps.com: 18
- docs.temporal.io: 18 (its own site)
- prefect.io: 17
- automationatlas.io: 16
- bmc.com: 16

### Pages cited

- https://zapier.com/blog/workflow-orchestration-tools: 35
- https://kestra.io/resources/infrastructure/workflow-orchestration-tools: 19
- https://cflowapps.com/best-workflow-orchestration-tools: 17
- https://ones.com/blog/solution-guide/workflow-orchestration-tools-2026: 13
- https://ajelix.com/ai/workflow-orchestration-tools: 12
- https://automationatlas.io/answers/best-process-orchestration-tools-2026: 12
- https://pracdata.io/p/state-of-workflow-orchestration-ecosystem-2025: 11
- https://thedigitalprojectmanager.com/tools/workflow-orchestration-tools: 11

## In its own words

What Temporal's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: a durable execution platform for building reliable, scalable applications using workflows and activities (https://temporal.io/)
- For: developers (https://temporal.io/)
- Price stated: 0 USD (https://temporal.io/)
- Starting price: 0 (https://temporal.io/)
- Free plan or trial: Try Free (https://temporal.io/)
- Integrations claimed: 13 (https://temporal.io/solutions/ai)
- Certifications: HIPAA, SOC 2 Type II, GDPR, CCPA
- Customers named: OpenAI, Lovable, Replit, Cursor, Retool, NVIDIA, Salesforce, Twilio

## What it publishes

Every page temporal.io exposes, read 2026-09-29: 8302 addresses. By kind, pages and the last 90 days:

- blog: 428 pages, 45 in the last 90 days, latest 2026-09-21
- case study: 47 pages, 0 in the last 90 days, latest 2026-01-22
- webinar or virtual event: 183 pages, 12 in the last 90 days, latest 2026-08-27
- conference or event: 23 pages, 1 in the last 90 days, latest 2026-08-04
- report or ebook: 17 pages, 0 in the last 90 days, latest undated
- comparison: 76 pages, 0 in the last 90 days, latest 2025-09-23
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 87 pages, 0 in the last 90 days, latest 2025-05-06
- podcast or video: 2 pages, 0 in the last 90 days, latest 2021-10-07
- news or press: 12 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-21 blog: A better job queue with temporal standalone activities https://temporal.io/blog/a-better-job-queue-with-temporal-standalone-activities
- Recent: 2026-09-21 blog: Amazon bedrock agentcore with temporal serverless workers https://temporal.io/blog/amazon-bedrock-agentcore-with-temporal-serverless-workers
- Recent: 2026-09-15 blog: Ai safety does not stop at the model https://temporal.io/blog/ai-safety-does-not-stop-at-the-model
- Recent: 2026-09-15 blog: Authentication is a long running workflow https://temporal.io/blog/authentication-is-a-long-running-workflow
- Recent: 2026-09-14 blog: Paygo developer support https://temporal.io/blog/paygo-developer-support
- Recent: 2026-09-14 blog: Temporal raises $550M at a $12.55B valuation as demand grows for reliable AI infrastructure https://temporal.io/blog/temporal-raises-usd550m-series-e-at-usd12-55b-valuation-ai

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.