# cleanlab.ai

> AI-optimized mirror of cleanlab.ai containing 50 pages totalling 20,171 words of clean markdown content, structured data, and semantic HTML. Original source: https://cleanlab.ai/. Last updated: 2026-06-09T06:16:48.002Z.

Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG).

## Homepage

- [Keep AI mistakes away from your customers.](/content/site-root.html): Cleanlab helps teams build safer AI agents by preventing incorrect responses from reaching users. Detect and remediate incorrect responses from any AI agent to ensure safety, compliance, and trust at scale. (548 words)

## Articles & Blog Posts

- [blog/learn/automated-data-quality-at-scale/index.html](/content/blog/learn/automated-data-quality-at-scale/index.html) (1 words)
- [blog/learn/announcing-cleanlab-studio/index.html](/content/blog/learn/announcing-cleanlab-studio/index.html) (1 words)
- [blog/tlm-structured-outputs-benchmark/index.html](/content/blog/tlm-structured-outputs-benchmark/index.html) (1 words)
- [blog/tau-bench/index.html](/content/blog/tau-bench/index.html) (1 words)
- [blog/safeguarding_personal_data_with_tlm/index.html](/content/blog/safeguarding_personal_data_with_tlm/index.html) (1 words)
- [blog/rag-tlm-hallucination-benchmarking/index.html](/content/blog/rag-tlm-hallucination-benchmarking/index.html) (1 words)
- [blog/reliable-agentic-rag/index.html](/content/blog/reliable-agentic-rag/index.html) (1 words)
- [blog/llm-accuracy/index.html](/content/blog/llm-accuracy/index.html) (1 words)
- [blog/managing-ai-apps-with-humans/index.html](/content/blog/managing-ai-apps-with-humans/index.html) (1 words)
- [Benchmarks](/content/blog/tlm-o1/index.html): See results from using the Trustworthy Language Model to: detect hallucinations/errors from the o1 model and improve its response accuracy. (1,564 words)
- [What’s new in cleanlab 2.3:](/content/blog/learn/cleanlab-2-3.html): Highlighting what's new in cleanlab 2.3 (1,126 words)
- [Reduce Hallucinations with Trustworthiness Filtering](/content/blog/simpleqa/index.html): Benchmarking LLM trustworthiness scoring mechanisms to improve LLM abstention and response-generation. (962 words)
- [blog/emerging-reliability-layer-agent-stack/index.html](/content/blog/emerging-reliability-layer-agent-stack/index.html) (1 words)
- [blog/ai-agent-safety/index.html](/content/blog/ai-agent-safety/index.html) (1 words)
- [blog/4o-claude/index.html](/content/blog/4o-claude/index.html) (1 words)
- [terms/index.html](/content/terms/index.html) (1 words)
- [Watch](/content/talks/index.html): Cleanlab helps teams build safer AI agents by preventing incorrect responses from reaching users. Detect and remediate incorrect responses from any AI agent to ensure safety, compliance, and trust at scale. (220 words)
- [privacy/index.html](/content/privacy/index.html) (1 words)
- [news/index.html](/content/news/index.html) (1 words)
- [research/index.html](/content/research/index.html) (1 words)
- [blog/data-centric-ai/index.html](/content/blog/data-centric-ai/index.html) (1 words)
- [The 80% of ML they don’t tell you about](/content/blog/learn/cleanlab-2/index.html): Announcing cleanlab 2.0: an open-source framework for machine learning and analytics with messy, real-world data. (974 words)
- [blog/prevent-hallucinated-responses/index.html](/content/blog/prevent-hallucinated-responses/index.html) (1 words)
- [blog/learn/active-learning-transformers/index.html](/content/blog/learn/active-learning-transformers/index.html) (1 words)
- [Learn more about Data-Centric AI](/content/blog/learn/index.html): Explore Cleanlab's blog for the latest research, tutorials, and insights into AI and data science. Stay informed about new features, company news, and best practices. (411 words)
- [TL;DR](/content/blog/expert-guidance/index.html): Once your AI agents are live, the hard part begins: keeping them reliable. Cleanlab’s new Expert Guidance feature shows how non-engineers can teach AI systems to think and act better instantly, in natural language. (1,083 words)
- [sales/index.html](/content/sales/index.html) (1 words)
- [blog/rag-evaluation-models/index.html](/content/blog/rag-evaluation-models/index.html) (1 words)
- [blog/learn/active-learning/index.html](/content/blog/learn/active-learning/index.html) (1 words)
- [team/index.html](/content/team/index.html) (1 words)
- [The Challenge of LLM Evaluation: Balancing Quality and Efficiency](/content/blog/tlm-lite/index.html): TLM Lite allows you to generate high-quality responses using advanced LLMs while employing smaller models for fast and cost-effective trustworthiness scoring. (1,054 words)
- [Trustworthy Language Model (TLM)](/content/blog/trustworthy-language-model/index.html): TLM scores the trustworthiness of outputs from any LLM in real-time via state-of-the-art uncertainty estimation. (2,674 words)
- [blog/learn/filter-llm-tuning-data/index.html](/content/blog/learn/filter-llm-tuning-data/index.html) (1 words)
- [blog/learn/studio-synthetic-data/index.html](/content/blog/learn/studio-synthetic-data/index.html) (1 words)
- [Trust Scoring Works on Any Agent](/content/blog/agent-tlm-hallucination-benchmarking/index.html): Using AgentLite to study how much LLM trust scoring can reduce incorrect responses from popular agentic frameworks: Act, ReAct (zero/few shot), PlanAct, PlanReAct. (1,294 words)
- [Letter from the CEO: Handshake acquires Cleanlab](/content/blog/handshake-acquires-cleanlab/index.html): Cleanlab has been acquired by Handshake AI. (719 words)
- [The Problem with Annotation](/content/blog/learn/auto-labeling/index.html): Generate AI, not headaches. Automate annotation with AI. (866 words)
- [Existing Benchmarks for Structured Outputs](/content/blog/structured-output-benchmark/index.html): Existing Structured Outputs datasets are unreliable, so we created four new ones. (1,728 words)
- [About Cleanlab – We make AI safe to trust.](/content/about/index.html): Cleanlab helps organizations build AI they can trust. Our platform ensures every response is safe, accurate, and aligned with business goals. (557 words)
- [Introducing Expert Answers](/content/blog/expert-answers/index.html): AI agents often give wrong, IDK, or unhelpful answers that frustrate users. Expert Answers let nontechnical SMEs instantly fix these cases, making your AI more helpful without waiting for engineers. (874 words)
- [TL;DR](/content/blog/inside-trustworthiness-guardrail/index.html): Even advanced AI models still hallucinate, producing confident but wrong answers that can harm trust and compliance. Cleanlab’s trustworthiness guardrails, powered by the Trustworthy Language Model (TLM), block inaccurate responses in real time and deliver safe fallback or expert-verified answers to keep AI systems reliable in production. (1,055 words)
- [Addressing the biggest problem in analytics and AI: reliability](/content/blog/series-a-announcement/index.html): A personal perspective on the importance of clean data as Cleanlab announces $30M in funding to bring automated data curation to enterprise AI. (857 words)
- [Letter from the CEO: Handshake acquires Cleanlab](/content/blog/index.html): Explore Cleanlab's blog for the latest research, tutorials, and insights into AI and data science. Stay informed about new features, company news, and best practices. (192 words)
- [Introduction](/content/blog/announcing-document-curation/index.html): Generate AI, not headaches. Automate heterogenous data source curation with Cleanlab document support. (419 words)
- [Detect – Check every response generated by AI.](/content/tlm/index.html): Check every AI response in real time with guardrails. Cleanlab detects hallucinations, missing context, and other issues by scoring each output for trust and accuracy. (381 words)
- [Contact us](/content/contact/index.html): Cleanlab helps teams build safer AI agents by preventing incorrect responses from reaching users. Detect and remediate incorrect responses from any AI agent to ensure safety, compliance, and trust at scale. (9 words)
- [Security](/content/security/index.html): Cleanlab helps teams build safer AI agents by preventing incorrect responses from reaching users. Detect and remediate incorrect responses from any AI agent to ensure safety, compliance, and trust at scale. (45 words)
- [Careers at Cleanlab](/content/careers/index.html): Explore exciting career opportunities at Cleanlab, where you can contribute to cutting-edge AI technology. Discover open positions, company values, and the benefits of working at Cleanlab. (150 words)
- [sitemap-xml.html](/content/sitemap-xml.html) (384 words)

## Resources

- [Full Page Index](/index.html): Browse all cached pages with rich metadata
- [About This Cache](/content/about.html): Methodology, technical details, and usage guidelines
- [XML Sitemap](/sitemap.xml): Machine-readable sitemap for crawler discovery
- [Robots.txt](/robots.txt): Crawler directives