openai token cost calculator
DeepSeek vs OpenAI for RAG Cost
RAG systems multiply input tokens through retrieved chunks. Model DeepSeek versus OpenAI with an OpenAI token cost calculator mindset focused on context size, not just chat turns.
- Retrieval size usually dwarfs the user question.
- Try multiple context sizes in the calculator.
- Premium GPT-4o may be reserved for final synthesis only.
deepseek-chatgpt-4o-minigpt-4o
FAQ
Should embeddings be included?
Track them separately; this tool prices chat/completion tokens.
How many chunks is too many?
When incremental answer quality flattens — measure with evals, then price the token cliff.
Which OpenAI SKU for RAG?
Many teams draft on mini and escalate hard queries to GPT-4o.
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