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2024 OpenAI embedding snapshot.

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text-embedding-3-large

text-embedding-3-large is OpenAI's January 2024 embedding snapshot, still listed in the API docs, not an unverified 2026 flagship. The live model index on the public page still has an Embeddings section, but the public pricing HTML did not print a clean $ / 1M tokens row we could quote.

Compare text-embedding-ada-002 if you wanted the older ada page, Qwen3 Embedding if you wanted a newer open embedding family, and OpenAI if you wanted the live lab catalog.

Key Features

  • Still a listed API object: 3-large remains a named embeddings model. Confirm the live card for current dimension and context fields.
  • Not a 2026 crown: Do not keep MIRACL 54.9% or MTEB 64.6% as audited 2026 scores unless you re-run the first-party note.
  • Matryoshka is leftover product copy: Older docs described shortening dimensions. Confirm the current card before you promise 256-3072 as law.
  • No invented token dollar: Quote the live pricing page after you open a row, not this snapshot.

Use Cases

  • People with a 2024 3-large integration who need the date attached.
  • People who were about to paste MIRACL 54.9% into a 2026 deck.

Limitation: Pricing HTML in this pass did not yield a quoteable 3-large row. Confirm the official pricing table.

Pricing

OpenAI docs on 2026-08-17.

Piece Price Notes
text-embedding-3-large Confirm API pricing Still listed. No invented $/1M row here.
Newer OpenAI embeddings Confirm the model index Do not assume 3-large is still the recommended default.

If a leftover blog still calls 3-large the most advanced 2026 embedding, treat this page as the correction.

Getting Started

  1. Open the model page and the live pricing table.
  2. Confirm whether the current docs still recommend this SKU.
  3. Confirm Qwen3 Embedding if you wanted a newer family.
  4. Do not paste MIRACL 54.9% into a deck.

Frequently Asked Questions

Is this still OpenAI's best embedding?

Not something this page claims for 2026. Confirm the live catalog.

Are the 2024 MIRACL numbers still official?

We did not re-verify them. They stay off the table.

Same as ada-002?

No. ada-002 is the older leftover page.

Alternatives

Tips

  1. Call 3-large a January 2024 snapshot that is still listed.
  2. Confirm the live recommended embedding before you write a contract.

Conclusion

text-embedding-3-large is a 2024 OpenAI embedding snapshot still in the docs, not an audited 2026 flagship. Start at the model page, then decide whether a newer embedding family already covers the job.

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