--- title: Evaluate and optimize LLM pipelines with Ellf · Your... description: Ellf is a platform for evaluating and optimizing LLM pipelines. It connects to any AI provider, API, or local model, and lets you run repeatable experiments... canonical: https://daily.dev/posts/evaluate-and-optimize-llm-pipelines-with-ellf-your-virtual-nlp-engineer-for-agentic-development-o6q273mpi twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Evaluate and optimize LLM pipelines with Ellf · Your virtual NLP engineer for agentic development | daily.dev og:description: Ellf is a platform for evaluating and optimizing LLM pipelines. It connects to any AI provider, API, or local model, and lets you run repeatable experiments... og:url: https://daily.dev/posts/evaluate-and-optimize-llm-pipelines-with-ellf-your-virtual-nlp-engineer-for-agentic-development-o6q273mpi og:image: https://api.daily.dev/og/posts/O6q273mpi.png og:image:alt: Evaluate and optimize LLM pipelines with Ellf · Your virtual NLP engineer for agentic development og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Evaluate and optimize LLM pipelines with Ellf · Your virtual NLP engineer for agentic development **[Explosion](https://daily.dev/sources/explosionai)** · 2 min read · 0 upvotes · 0 comments ## Summary Ellf is a platform for evaluating and optimizing LLM pipelines. It connects to any AI provider, API, or local model, and lets you run repeatable experiments and evaluations across every component of your pipeline. Agents can create and review evaluation data, and human annotators collect gold-standard data through its annotation tool. The platform also supports distilling LLM outputs into smaller, faster, private components, and can run jobs on your own cluster so data never leaves your servers. A free trial is offered to get started. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Ellf · Your virtual NLP engineer for agentic development](https://daily.dev/posts/ellf-your-virtual-nlp-engineer-for-agentic-development-51yodk4aa) · Explosion · 0 upvotes · 0 comments - [Agent UX: Building developer tools for humans and their coding agents · ines.io](https://daily.dev/posts/agent-ux-building-developer-tools-for-humans-and-their-coding-agents-ines-io-ofbrttdtx) · Explosion · 0 upvotes · 2 comments - [How to Build a Self-Evaluating AI System: Automated Testing and Evaluation Pipelines for LLM Applications](https://daily.dev/posts/how-to-build-a-self-evaluating-ai-system-automated-testing-and-evaluation-pipelines-for-llm-applica-yppnqlvra) · freeCodeCamp · 1 upvotes · 0 comments - [Conversational LLM Evaluations in Minutes with NVIDIA NeMo Evaluator Agent Skills](https://daily.dev/posts/conversational-llm-evaluations-in-minutes-with-nvidia-nemo-evaluator-agent-skills-ewmza9ujj) · Hugging Face · 1 upvotes · 0 comments --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#llm](https://daily.dev/tags/llm), [#ai-coding](https://daily.dev/tags/ai-coding) [View this post on daily.dev](https://daily.dev/posts/evaluate-and-optimize-llm-pipelines-with-ellf-your-virtual-nlp-engineer-for-agentic-development-o6q273mpi) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Evaluate and optimize LLM pipelines with Ellf · Your virtual NLP engineer for agentic development","url":"https://daily.dev/posts/evaluate-and-optimize-llm-pipelines-with-ellf-your-virtual-nlp-engineer-for-agentic-development-o6q273mpi","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/evaluate-and-optimize-llm-pipelines-with-ellf-your-virtual-nlp-engineer-for-agentic-development-o6q273mpi"},"datePublished":"2026-10-28T10:46:35.034Z","dateModified":"2026-10-28T15:02:20.949Z","description":"Ellf is a platform for evaluating and optimizing LLM pipelines. 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