OpenAI Embeddings Hidden Costs 2026
What they don't show you on the pricing page
Quick Answer
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Estimate
OpenAI Embeddings costs $0.02 to $0.13 per per million tokens as of June 2026, with 3 plans available. Pricing depends on your chosen tier, contract length, and negotiated discounts.
Use the interactive pricing calculator to estimate your exact cost based on team size and requirements.
- Free tier: No free tier available
OpenAI Embeddings offers 3 pricing tiers: text-embedding-3-small, text-embedding-3-large, text-embedding-ada-002 (Legacy).
OpenAI Embeddings true cost runs 70% above the listed $0.02-$0.13/per million tokens price as of June 2026. For a 25-person team, expect ~$33 in year-one costs vs the $19.5 base license. Verified from 1 sources by CostBench.
Example: True Cost for 25 Users
| License (25 × $0.065 × 12) | $19.5/yr |
| Implementation (one-time) | +$15,000–$50,000 |
| Premium Support (20%) | +$4/yr |
| Training (25 × $500) | +$12,500 |
| Admin (part-time) | +$15,000–$25,000/yr |
| Estimated Year 1 Total | ~$33 |
That's roughly 1.7× the advertised license price.