Where it fits
Incident triage, runbook drafting, and single-attempt remediation planning under an on-call engineer's supervision.
The grounding number: SRE-Bench (single attempt) 88.0%
GPT-6: Astra scores 88.0% on SRE-Bench under single-attempt scoring — no retries, matching the pressure of a real incident where a wrong first action can make things worse. That is one of Astra's stronger published agentic scores.
Example prompt
Given the following incident alert and recent deploy history, propose the single most likely root cause, the safest first diagnostic action (read-only), and a rollback plan if that diagnosis is wrong.Ready to test the workflow?
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A 12% single-attempt failure rate on SRE-Bench means roughly one in eight incidents would need a human correction on the very first move. Keep a human on call and require approval gates for any action that touches production infrastructure.
Recommended access
Use pay-as-you-go API credits for a controlled evaluation on your own workload and cost profile before committing production routing.
Frequently asked questions
Is GPT-6: Astra good for DevOps and SRE?
GPT-6: Astra scores 88.0% on SRE-Bench under single-attempt scoring — no retries, matching the pressure of a real incident where a wrong first action can make things worse. That is one of Astra's stronger published agentic scores. A 12% single-attempt failure rate on SRE-Bench means roughly one in eight incidents would need a human correction on the very first move. Keep a human on call and require approval gates for any action that touches production infrastructure.
Put GPT-6: Astra to work
Fund a controlled evaluation, start with a prepared prompt, and measure quality and cost on your own workload.