Updated · Methodology: named formula library
Embedding Batch Cost
Estimate cost of embedding a document corpus.
10,000 documents × $0/document = $2.
Embedding Cost
For RAG/search: assume 500 tokens/document. text-embedding-3-small: $0.02/MTok ≈ $0.00001 × 500 = $0.005 per 1k docs. text-embedding-3-large: 6.5× more.
Worked Example
10000 documents at 0.0002/document
- usage
- 10000
- rate
- 0.0002
- Result
- $2
10000 × 0.0002 = $2.
When to Use This Calculator
- Budget vector database initial load
Limitations & Common Mistakes
- Results are estimates based on the inputs you provide.
- Always verify with current data and consult a professional for major decisions.
Frequently Asked Questions
How is Embedding Batch Cost cost calculated?
Cost = documents × rate per document. The default rate ($0.0002/document) reflects current U.S. average pricing. Replace with your actual contracted rate for an exact number.
What's the average document cost?
The default of $0.0002 per document is the U.S. average as of 2026. Regional variation is significant — urban areas are typically 20–40% higher than rural; coastal states 10–25% higher than the Midwest.
How can I reduce this cost?
For utility bills: efficiency upgrades, off-peak usage, conservation. For SaaS/cloud: rightsize tier, audit for unused services, negotiate annual commitments for 15–25% off list price. For LLM API: prompt caching (90% off cached input), batch API (50% off async jobs), smaller models for simpler tasks.
Does this include taxes and fees?
No. Bills typically include 5–15% in taxes, surcharges, and regulatory fees on top of the metered rate. To get total cost from this estimate, multiply the result by 1.10 as a rough placeholder, or check your actual bill for itemized fees.
Related Calculators
More AI & Technology →Claude Opus 4.7 Cost Calculator
Estimate cost of Claude Opus 4.7 API calls from token volume.
Claude Sonnet 4.6 Cost Calculator
Estimate cost of Claude Sonnet 4.6 API calls from token volume.
GPT-5 API Cost Calculator
Estimate GPT-5 API cost from token volume.
Gemini 2 Pro Cost Calculator
Estimate Gemini 2 Pro API cost from token volume.
LLM Rate Limit Budget
Calculate sustainable request rate from your tokens-per-minute (TPM) limit.
Prompt Caching Savings
Estimate cost savings from prompt caching (90% off cached input).