RAG Tools
Embedding Cost Calculator
Estimate the cost of embedding a document set for retrieval.
0 = index once, no monthly re-indexing
Estimated cost
₹0.955
Total tokens
500,000
Estimated embeddings
1,000
Cost / document
₹0.001
Pricing was verified against each provider's official pricing page on the date shown per model, then converted to INR at an approximate market exchange rate. Provider pricing changes without notice — confirm current rates before making a purchasing decision. Source rate: $0.02 per 1M tokens, verified 2026-08-27 against the provider's pricing page.
How it works
Embedding cost scales with the total number of tokens you send through the embedding model — once per initial index, plus once per re-index if your content changes.
Formula
total tokens = documents × avg tokens/document × max(1, re-indexes)
cost = (total tokens / 1,000,000) × price per million tokensFrequently asked questions
What counts as a re-index?
A re-index means re-embedding your full document set again — useful when content changes frequently. Set this to 0 if you only embed once.
Do embedding costs scale with dimensions?
Pricing shown here is per token, not per dimension. Higher-dimension models can affect storage and query cost in your vector database, which this tool doesn't estimate.