OpenRouter model

OpenAI: GPT-4o

GPT-4o ("o" for "omni") is OpenAI's latest AI model, supporting both text and image inputs with text outputs. It maintains the intelligence level of [GPT-4 Turbo](/models/openai/gpt-4-turbo) while being twice as...

Provider
OpenRouter
Availability
Available
Model ID
openai/gpt-4o
Snapshot
2026-10-07
Evaluation Verdict

OpenAI GPT-4o is a versatile multimodal flagship (38.8% SWE-bench Verified, 1315 Coding Elo), providing high-fidelity vision, structured tool calling, and low-latency interaction.

OpenAI: GPT-4o Benchmarks & Agentic Accuracy

Verified primary research & developer preference metrics

Primary Sources Verified
SWE-bench Verified
38.8%
StandardOpenAI System Card ↗
LiveCodeBench
35.8%
StandardLiveCodeBench ↗
LMSYS Coding Elo
1315Elo
Coding ArenaLMSYS Arena ↗
AIME 2024 / 2025
33.3%
StandardOpenAI System Card ↗
Pricing ($ / 1M tokens)
$2.5/ $10
$1.25 cached readStandard API Pricing

What This Means in Real Software Development

  • Industry-standard multi-modal foundation model with native vision, audio, and text comprehension.
  • Scores 38.8% on SWE-bench Verified with rapid single-pass code synthesis.
  • High throughput and strong structured output compliance across complex JSON schemas.
  • Effective for full-stack prototyping, API schema design, and developer chat.

Swarm Multi-Agent Topology

Tier 2: General Purpose EngineerRole: Coder Subagent

Best Paired With: Claude 3.7 Sonnet as Lead Planner

High reliability across general web frameworks, SQL queries, and API client integrations.

Git Worktree Isolation Advantage:

Captures and commits clean code changes within isolated worktrees.

What Developers & Practitioners Are Saying

Real-world field observations, production strengths, and developer consensus

Field Consensus

"OpenAI's widely deployed omni model. Fast, multimodal, and reliable for general engineering, though surpassed on SWE-bench by o3 and Claude 3.7."

Verified Real-World Strengths

  • Rapid generation speed
  • Native vision support for UI screenshot and diagram analysis
  • Highly predictable API latency and global availability

Production Caveats & Gaps

  • SWE-bench score (38.8%) lags behind modern reasoning models
  • Can become lazy with long code files ('rest of code remains same')
Benchmark Reality Check

What the benchmark tests: Measures general-purpose multimodal intelligence, conversational code generation, and broad STEM knowledge.

Production caveat: Requires explicit instructions to output complete files without truncating comments.

Primary Sources & Methodology Citations

OpenAI: GPT-4o model overview

OpenAI: GPT-4o 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
128K tokens
Thinking support
Not supported
Availability status
Available
Catalog ID
openrouter/openai/gpt-4o
  • File input
  • Image input
  • Text input
  • Text output
  • Tools
  • Structured output
  • JSON

Run OpenAI: GPT-4o in Swarm

Verified CLI workflow & multi-agent architecture

Quickstart Guide →
bash — swarm run
$swarm ctl model set --provider openrouter --model openrouter/openai/gpt-4o

# Or switch interactively inside the terminal TUI:

>/models

Subagent Role Matrix

Assign OpenAI: GPT-4o 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.
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Public catalog snapshot. Catalog availability is not a real-time provider status or an access guarantee.