# \#embedding **URL:** https://community.openai.com/tag/embedding/269.md [Latest](https://community.openai.com/latest.md) · [Categories](https://community.openai.com/categories.md) · [Tags](https://community.openai.com/tags.md) --- ## [Why are similarity scores lower with text-embedding-3-small?](https://community.openai.com/t/why-are-similarity-scores-lower-with-text-embedding-3-small/1377685)
**Author:** [@hawkes-sai](https://community.openai.com/u/hawkes-sai)\ **Replies:** 5\ **Last updated:** [April 2, 2026, 7:20am UTC](https://community.openai.com/t/why-are-similarity-scores-lower-with-text-embedding-3-small/1377685 "2026-04-02T07:20:32Z")
We have a tutoring chatbot that relies on embedding-based relevance scoring for user queries. We are in the process of evaluating a migration from text-embedding-ada-002 to text-embedding-3-small. Although changes in cos… --- ## [Batch API shows “2000 completed, 0 failed” — but some requests return status\_code 0](https://community.openai.com/t/batch-api-shows-2000-completed-0-failed-but-some-requests-return-status-code-0/1364654)
**Author:** [@ekgnlqlem](https://community.openai.com/u/ekgnlqlem)\ **Replies:** 4\ **Last updated:** [November 25, 2025, 6:31pm UTC](https://community.openai.com/t/batch-api-shows-2000-completed-0-failed-but-some-requests-return-status-code-0/1364654 "2025-11-25T18:31:56Z")
Hello, I experienced something odd while using the Batch API for embeddings. What happened: I ran multiple batches of 2000 embedding requests. When I monitor the API platform console, I see: 2000 completed, 0 failed… --- ## [Cannot find 'Allowed Domains' setting for Iframe Embed (X-Frame-Options: SAMEORIGIN error) - Agent Builder](https://community.openai.com/t/cannot-find-allowed-domains-setting-for-iframe-embed-x-frame-options-sameorigin-error-agent-builder/1365839)
**Author:** [@kpsdelta](https://community.openai.com/u/kpsdelta)\ **Replies:** 0\ **Last updated:** [November 10, 2025, 10:34pm UTC](https://community.openai.com/t/cannot-find-allowed-domains-setting-for-iframe-embed-x-frame-options-sameorigin-error-agent-builder/1365839 "2025-11-10T22:34:46Z")
Hello community, I am having a critical issue embedding my custom Agent Workflow (created via Agent Builder) into my self-hosted WordPress site using the official Iframe Embed method. The Iframe is visible but empty, an… --- ## [Inconsistent pricing for text-embedding-3-large between model card and pricing page](https://community.openai.com/t/inconsistent-pricing-for-text-embedding-3-large-between-model-card-and-pricing-page/1338277)
**Author:** [@Anass\_El\_Basraoui](https://community.openai.com/u/Anass_El_Basraoui)\ **Replies:** 12\ **Last updated:** [September 3, 2025, 7:50am UTC](https://community.openai.com/t/inconsistent-pricing-for-text-embedding-3-large-between-model-card-and-pricing-page/1338277 "2025-09-03T07:50:49Z")
Hi everyone, I noticed a discrepancy in the pricing information for the text-embedding-3-large model across different OpenAI pages: On the model card (https://platform.openai.com/docs/models/text-embedding-3-large), … --- ## [How is this Hindi + English language retrieval working?](https://community.openai.com/t/how-is-this-hindi-english-language-retrieval-working/781692)
**Author:** [@goelvibhor76](https://community.openai.com/u/goelvibhor76)\ **Replies:** 3\ **Last updated:** [April 10, 2025, 12:42pm UTC](https://community.openai.com/t/how-is-this-hindi-english-language-retrieval-working/781692 "2025-04-10T12:42:57Z")
I have a rudimentary RAG POC. I had chunked and embedded lots of essays on 21st Century skills. I posted a question to it in Hinglish, not at all expecting a useful answer! My question: kya critical thinking jaroori na… --- ## [Data to use for embed model](https://community.openai.com/t/data-to-use-for-embed-model/1123852)
**Author:** [@krisu.virtanen](https://community.openai.com/u/krisu.virtanen)\ **Replies:** 2\ **Last updated:** [February 18, 2025, 7:33pm UTC](https://community.openai.com/t/data-to-use-for-embed-model/1123852 "2025-02-18T19:33:09Z")
Hi folks. I have thought to start learning embeddings. My plan is to start with GPT4All and the nomic-embed-text it provides with it. Everywhere it is said that “You can feed pdf, xls, doc, your mother…whatever” to emb… --- ## [Does Embeddings have temperature?](https://community.openai.com/t/does-embeddings-have-temperature/1098427)
**Author:** [@Phinder](https://community.openai.com/u/Phinder)\ **Replies:** 22\ **Last updated:** [February 10, 2025, 9:40pm UTC](https://community.openai.com/t/does-embeddings-have-temperature/1098427 "2025-02-10T21:40:31Z")
Hello I’ve been using embeddings for a while (ada and now “text-embedding-3-small”) and have noticed that the exact same word produces small variations in the vector embeddings output. I can’t find anything in the docs… --- ## [Questions about the embedding-based chatbot](https://community.openai.com/t/questions-about-the-embedding-based-chatbot/1055620)
**Author:** [@itjimkr](https://community.openai.com/u/itjimkr)\ **Replies:** 4\ **Last updated:** [December 15, 2024, 1:46am UTC](https://community.openai.com/t/questions-about-the-embedding-based-chatbot/1055620 "2024-12-15T01:46:30Z")
Hello, I have a question regarding embeddings. Before implementing embeddings in an application, I assumed that embedding the data in a database, storing it, and then embedding a query to compare the two would naturally … --- ## [Comparing Texts Using ADA Embeddings](https://community.openai.com/t/comparing-texts-using-ada-embeddings/641607)
**Author:** [@\_hep](https://community.openai.com/u/_hep)\ **Replies:** 20\ **Last updated:** [October 23, 2024, 3:43am UTC](https://community.openai.com/t/comparing-texts-using-ada-embeddings/641607 "2024-10-23T03:43:27Z")
My Intention: I want to take chunks of text and compare them to understand if they match. Similar to Candidates Resumes and Job Descriptions to understand who would be a good fit. Current Process: I’m using the ADA embe… --- ## [Embedding - Usage for all GPT text to number applications?](https://community.openai.com/t/embedding-usage-for-all-gpt-text-to-number-applications/971729)
**Author:** [@rao.ranganaths](https://community.openai.com/u/rao.ranganaths)\ **Replies:** 6\ **Last updated:** [October 13, 2024, 6:57pm UTC](https://community.openai.com/t/embedding-usage-for-all-gpt-text-to-number-applications/971729 "2024-10-13T18:57:28Z")
Hello, I came across the link, https://platform.openai.com/docs/guides/embeddings. I wish to know for what purpose these embeddings are used(Is it for RAG or any other application). Is it also used for inputting the tex… --- ## [403 from embeddings API despite paid account + configured limits - SOLVED using inappropriate model](https://community.openai.com/t/403-from-embeddings-api-despite-paid-account-configured-limits-solved-using-inappropriate-model/950376)
**Author:** [@emetsger](https://community.openai.com/u/emetsger)\ **Replies:** 6\ **Last updated:** [September 21, 2024, 2:26pm UTC](https://community.openai.com/t/403-from-embeddings-api-despite-paid-account-configured-limits-solved-using-inappropriate-model/950376 "2024-09-21T14:26:03Z")
I’m getting a 403 to the embeddings API, this despite: Having a paid account Creating a non-default project and configuring model limits Only one API key: a project key for my non-default project Being in the “User1” t… --- ## [Computing the cost of embedding requests](https://community.openai.com/t/computing-the-cost-of-embedding-requests/854667)
**Author:** [@a.bernardini1](https://community.openai.com/u/a.bernardini1)\ **Replies:** 1\ **Last updated:** [July 5, 2024, 3:06pm UTC](https://community.openai.com/t/computing-the-cost-of-embedding-requests/854667 "2024-07-05T15:06:17Z")
Hello everyone! I’m developing a code to compare different retriever techniques using LangChain and OpenAI embedding (currently text-embedding-ada-002) to find the best retriever for my specific use case in terms of tim… --- ## [Assistant v2 not using vector store via API](https://community.openai.com/t/assistant-v2-not-using-vector-store-via-api/783317)
**Author:** [@Xslsx](https://community.openai.com/u/Xslsx)\ **Replies:** 2\ **Last updated:** [June 2, 2024, 2:22am UTC](https://community.openai.com/t/assistant-v2-not-using-vector-store-via-api/783317 "2024-06-02T02:22:23Z")
I build an app using assistant api with vector store attached to the assistant. If I ask a question via playground, the assistant is able to retrieve data from the vector store (via embedding). But if I use the API call,… --- ## [“What's wrong with LLMs and what we should be building instead”](https://community.openai.com/t/whats-wrong-with-llms-and-what-we-should-be-building-instead/331499)
**Author:** [@PaulBellow](https://community.openai.com/u/PaulBellow)\ **Replies:** 0\ **Last updated:** [August 27, 2023, 3:15am UTC](https://community.openai.com/t/whats-wrong-with-llms-and-what-we-should-be-building-instead/331499 "2023-08-27T03:15:58Z")
Good talk. Mentions RAG which has been talked about a lot here recently…