claude-opus-4-8 vs gemini-3.1-pro
gemini-3.1-pro is about 60% cheaper per 1M input tokens on CaMeL Hub.
| claude-opus-4-8 | gemini-3.1-pro | |
|---|---|---|
| Provider | Anthropic | |
| per 1M input tokens | $5.00 | $2.00 |
| per 1M output tokens | $25.00 | $12.00 |
| Context window | 1000000 tokens | 1048576 tokens |
| Capabilities | streaming, vision, reasoning, function-calling, web-search |
When to use which
claude-opus-4-8
Claude Opus 4.8 is Anthropic's model for complex agentic coding and enterprise work. On CaMeL Hub it costs $5 per 1M input tokens and $25 per 1M output tokens — call it through the OpenAI-compatible API by setting base_url to https://api.camel-hub.com/v1 and model to "claude-opus-4-8", or use the Anthropic-native endpoint with your existing Claude tooling.
- Long-running coding agents (Claude Code, Cursor, Cline) performing multi-file refactors and test-driven bug fixes across large repositories
- Whole-codebase or multi-document analysis in a single request, loading up to 1M tokens of source files, contracts, or logs as context
- Function-calling agent backends that orchestrate many tools over dozens of sequential steps, such as research, ops automation, or data pipelines
- Enterprise document workflows — contract review, RFP drafting, policy summarization — that need long, structured outputs up to 128K tokens
gemini-3.1-pro
Gemini 3.1 Pro is Google's flagship reasoning model with a 1M-token context window, available on CaMeL Hub at $2.00 per 1M input tokens and $12.00 per 1M output tokens through one OpenAI-compatible endpoint — set base_url to https://api.camel-hub.com/v1 and call it with the SDK you already use. Prompts longer than 200K tokens bill at the long-context tier of $4.00 in / $18.00 out per 1M.
- Whole-repository code review and refactor planning — load an entire codebase into the 1M-token window and ask for cross-file analysis
- Agentic coding assistants that chain function calls: run tests, read files, apply patches in a loop
- Contract and compliance review across complete document sets (hundreds of pages in one request)
- Multimodal analysis of screenshots, charts, and UI mockups combined with text instructions