Operations Guide
AI Context Window Calculator Guide for Document Processing
Document processing fails when context limits are exceeded. This guide defines a context planning workflow with chunking recommendations.
Implementation Steps
- Define document size: total tokens, section count, and processing requirements.
- Check document fit against model context limits: GPT-4, Claude, Gemini.
- Calculate chunking needs if document exceeds context window.
- Optimize chunking strategy for retrieval quality versus cost.
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- Provider and model split recommendations
- Budget guardrail design by traffic stage
- KPI plan for spend, quality, and conversion