AI for DevOps

286 AI models ranked for DevOps and infrastructure automation. Scored by quality plus bonus for function calling, JSON mode, reasoning, and context window - the capabilities that matter most for CI/CD pipelines, IaC templates, and infrastructure management.

How we rank: composite score (benchmark scores 90%, capabilities 5%, context window 5%) adjusted with use-case-specific capability bonuses.

#1 for DevOps

286

Total

286

Function Calling

259

JSON Mode

234

Reasoning

Free

DevOps Models - Ranked by DevOps Score

#	Model	Provider	Score	$/1M Out	Context
1	Claude Fable 5Anthropic	Anthropic	97	$50.00	1M
2	Claude Fable 5 (batch)Anthropic	Anthropic	97	$25.00	1M
3	Claude Opus 5 (Fast)Anthropic	Anthropic	95	$50.00	1M
4	Claude Opus 5Anthropic	Anthropic	95	$25.00	1M
5	Claude Opus 4.8 (Fast)Anthropic	Anthropic	95	$50.00	1M
6	Claude Opus 4.8Anthropic	Anthropic	95	$25.00	1M
7	Claude Opus 4.7 (Fast)Anthropic	Anthropic	95	$150.00	1M
8	Claude Opus 4.7Anthropic	Anthropic	95	$25.00	1M
9	Claude Opus 4.7 (batch)Anthropic	Anthropic	95	$12.50	1M
10	Claude Opus 4.8 (batch)Anthropic	Anthropic	95	$12.50	1M
11	GPT-5.5 ProOpenAI	OpenAI	93	$180.00	1.1M
12	GPT-5.5 Pro (batch)OpenAI	OpenAI	93	$90.00	1.1M
13	GPT-5.5OpenAI	OpenAI	93	$30.00	1.1M
14	GPT-5.5 (batch)OpenAI	OpenAI	93	$15.00	1.1M
15	Gemini 3.1 Pro Preview Custom ToolsGoogle	Google	92	$12.00	1.0M
16	Gemini 3.1 Pro PreviewGoogle	Google	92	$12.00	1.0M
17	Gemini 3.1 Pro Preview (batch)Google	Google	92	$6.00	1.0M
18	GPT-5.4 ProOpenAI	OpenAI	92	$180.00	1.1M
19	GPT-5.4 Pro (batch)OpenAI	OpenAI	92	$90.00	1.1M
20	GPT-5.4OpenAI	OpenAI	92	$15.00	1.1M
21	GPT-5.4 (batch)OpenAI	OpenAI	92	$7.50	1.1M
22	GPT-5.3-CodexOpenAI	OpenAI	91	$14.00	400K
23	GPT-5.2-CodexOpenAI	OpenAI	91	$14.00	400K
24	GPT-5.2 ProOpenAI	OpenAI	91	$168.00	400K
25	GPT-5.2 Pro (batch)OpenAI	OpenAI	91	$84.00	400K
26	GPT-5.2OpenAI	OpenAI	91	$14.00	400K
27	GPT-5.2 (batch)OpenAI	OpenAI	91	$7.00	400K
28	Claude Opus 4.6Anthropic	Anthropic	90	$25.00	1M
29	Claude Opus 4.6 (batch)Anthropic	Anthropic	90	$12.50	1M
30	GPT-5.6 Luna ProOpenAI	OpenAI	89	$0.60	1.1M

AI for Infrastructure & DevOps

Function Calling for Automation

Let AI execute infrastructure commands, provision resources, and manage CI/CD pipelines. Essential for automating deployments, scaling decisions, and infrastructure changes without manual intervention.

JSON Mode for IaC Templates

Generate valid Terraform, CloudFormation, or Kubernetes YAML configurations. Critical for infrastructure-as-code automation, ensuring AI output is immediately deployable and syntactically correct.

Reasoning for Debugging

Analyze complex distributed system issues, trace root causes in logs, and troubleshoot infrastructure problems. Advanced reasoning helps AI understand dependencies and suggest fixes for production incidents.

Large Context for Configuration Understanding

Process entire application configurations, monitoring dashboards, and log files in a single request. Large context windows enable comprehensive analysis without splitting complex infrastructure documentation.

Function Calling JSON Mode Reasoning Models Best for Coding Automation LLM Leaderboard CI/CD Cloud Sysadmin Microservices Developers Open Source Security Audit

Frequently Asked Questions

Models analyze Prometheus/Grafana alerts, correlate metrics across services, draft runbook updates, and suggest remediation steps. Function calling enables integration with PagerDuty, OpsGenie, and Slack for automated incident triage.

Yes, models generate YAML manifests, Helm charts, and Kustomize overlays. Reasoning handles complex scenarios like resource limits, affinity rules, and rolling update strategies. JSON mode ensures valid YAML output. Large context processes entire cluster configurations.

Function calling is paramount - it enables integration with deployment tools, monitoring APIs, and cloud providers. Reasoning handles complex troubleshooting workflows. JSON/YAML structured output generates valid configuration files. Streaming provides real-time log analysis.

Models generate runbooks from incident postmortems, create architecture decision records, and maintain deployment documentation. Web search ensures procedures reference current tool versions. Large output generates comprehensive operational guides.