1 category · RankedTemporal
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Workflow orchestration | Data platform | 0% | 13 of 86 | 16% | 38 | accepted challenger |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 1 | 2 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 3 | 1 | 5 |
| Perplexity Sonar | 0 | 0 | 1 | 1 | 2 |
| Grok 4.1 Fast | 0 | 1 | 2 | 0 | 3 |
| Mistral Small | 0 | 0 | 1 | 2 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 1 | 4 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 0 | 3 | 2 | 0 | 5 |
| GLM 4.7 FlashX | 1 | 1 | 1 | 0 | 3 |
| MiniMax M2.5 | 0 | 1 | 2 | 1 | 4 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Temporal is the top choice for long‑running, stateful workflows where durability matters most.” GLM 4.7 FlashX · Orchestration · comparative prompt · first choice
“Temporal is designed for durable execution with deterministic workflow patterns and workflow replay, which reduces state drift during restarts.” Claude Haiku 4.5 · Orchestration · negative prompt · alternative
“Use open-standard alternatives (like Temporal, Camunda, or Kestra) if portability is a priority.” Qwen 3.7 Flash · Orchestration · negative prompt · alternative
“Better alternatives: Tools with long‑running, stateful execution models (e.g., Temporal‑style workflows).” GLM 4.7 FlashX · Orchestration · negative prompt · alternative
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid Temporal unless you explicitly have long-running business-critical processes and dedicated backend engineers” DeepSeek V4 Flash · Orchestration · direct prompt · hard negative
“Temporal is powerful for long-running, complex workflows ... but it's overkill for simple, short tasks” Mistral Small · Orchestration · negative prompt · soft negative
“Focuses on microservice orchestration, but lacks native AI and human-in-the-loop features.” Mistral Small · Orchestration · comparative prompt · soft negative
“Airflow, Temporal, etc. are powerful but may be over-engineering” MiniMax M2.5 · Orchestration · negative prompt · soft negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 68 of the 89 answers that named Temporal and are not a share of its labels.
Domains cited
291 of the 291 domain citations in answers naming Temporal came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as Temporal
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