OpenRouter model
OpenAI: o1-pro
The o1 series of models are trained with reinforcement learning to think before they answer and perform complex reasoning. The o1-pro model uses more compute to think harder and provide...
- Provider
- OpenRouter
- Availability
- Available
- Model ID
- openai/o1-pro
- Snapshot
- 2026-10-07
OpenAI: o1-pro Benchmarks & Agentic Accuracy
Verified primary research & developer preference metrics
What This Means in Real Software Development
- Pioneered large-scale reinforcement learning for step-by-step reasoning and mathematical deduction.
- Achieves 75.6% on GPQA Diamond, demonstrating PhD-level scientific reasoning.
- Deep chain-of-thought reasoning handles complex edge-case analysis before generating output.
- Priced at $15.00/M input and $60.00/M output, optimal for high-stakes problem deconstruction.
Swarm Multi-Agent Topology
Best Paired With: Gemini 3.8 Flash for subagent execution
High-accuracy reasoning prevents early architectural missteps in large software design tasks.
Analyzes complex codebase dependencies inside read-only worktree sessions.
What Developers & Practitioners Are Saying
Real-world field observations, production strengths, and developer consensus
"The pioneering chain-of-thought reasoning model from OpenAI. Still revered for deep mathematical proofs, though largely superseded by o3 and o3-mini in speed."
Verified Real-World Strengths
- Deep multi-step deduction on complex physics and math problems
- Strong resilience against adversarial prompting and trick questions
- Solid 48.9% on SWE-bench Verified
Production Caveats & Gaps
- High latency (no streaming for internal thoughts)
- Expensive ($15/M input, $60/M output)
- Slower throughput than modern alternatives
Primary Sources & Methodology Citations
- OpenAI o1 System Card — OpenAI (December 2024)
OpenAI: o1-pro model overview
OpenAI: o1-pro is listed in the public Swarm catalog through OpenRouter. This page summarizes the verified catalog fields used by Swarm without claiming real-time access for every provider account.
- Provider
- OpenRouter
- Family
- OpenRouter
- Context window
- 200K tokens
- Thinking support
- off
- Availability status
- Available
- Catalog ID
- openrouter/openai/o1-pro
Run OpenAI: o1-pro in Swarm
Verified CLI workflow & multi-agent architecture
swarm ctl model set --provider openrouter --model openrouter/openai/o1-pro# Or switch interactively inside the terminal TUI:
/modelsSubagent Role Matrix
Assign OpenAI: o1-pro to specialized system roles in ~/.swarm/config.json:
- Primary / Planner: Orchestrates full task DAGs and multi-stage pipelines.
- Coder Subagent: Generates code and unit tests inside private Git worktrees.
- Finder Subagent: Performs read-only code search, symbol discovery, and mapping.
Public catalog snapshot. Catalog availability is not a real-time provider status or an access guarantee.