Log10▌

about

Log10 is a platform that helps build AI you can trust, focusing on high-stakes, regulated industries. It addresses the challenges of errors and hallucinations in LLMs, the difficulty of measuring subjectivity in real time, and the bottleneck of needing domain experts for AI oversight. The platform offers an end-to-end AI accuracy solution, scaling expert review, enabling real-time error detection, and empowering teams to achieve production-level accuracy. It prioritizes data ownership, privacy, and responsible AI use, integrating security measures, rigorous testing, and continuous monitoring to mitigate risks. The platform is designed to work from development to production, evaluating LLM-based agentic applications with expert precision and driving real-time accuracy improvements through streamlined workflows and automation.

features & capabilities

• /Establish a quality pattern of continuous evaluation during development with a declarative test suite that’s flexible enough to handle complex agents with multiple steps or tool integrations.
• /Detect subjective errors and nuances missed by programmatic approaches using domain-specific evaluation models that can be deployed with just a few samples.
• /Respond in real time to critical errors. Equip engineers with prioritized workflows and an LLM IDE to fix issues. Fine tune prompt and models using datasets curated with feedback.
• /Evaluate AI systems from simple applications to complex agents with a flexible, code-based approach built on test frameworks like pytest. Use dashboard insights to analyze and iterate.
• /Import your existing files or utilize data already available within the Log10 platform. Automatically log results to capture key performance insights as you test and iterate on your applications.
• /Define benchmarks using strict or fuzzy matching techniques and incorporate advanced metrics like BLEU and ROUGE. Add AI-based tools such as Log10’s AutoFeedback or LLM-as-a-Judge for nuanced, domain-specific assessment of your AI’s outputs.
• /Analyze performance distribution and reliability through comprehensive summary statistics in your logs. Iterate quickly on feedback to ensure your model consistently meets high standards, then deploy with confidence.
• /Leverage human expertise to refine AI performance. Define complex feedback tasks, review LLM completions in a streamlined Inbox, and add valuable insights to your Feedback Stream. Achieve precise, curated feedback for smarter, more accurate outcomes.
• /Log10 AutoFeedback combines expert-level precision with the speed of automation, allowing Product Managers and Subject Matter Experts to rapidly assess AI performance with just a few annotated samples. Streamline evaluations, iterate faster, and drive better outcomes—without the need for extensive human review.
• /Track application performance based on your eval criteria.
• /Define quality thresholds to serve as guardrails.
• /Get instant alerts when quality drops below key thresholds.
• /Respond in real time to critical issues.
• /Tag completions according to your evaluation criteria.
• /Generate a prioritized resolution queue.
• /Quickly resolve issues with the Log10 LLM IDE.
• /Collect feedback at scale and fine-tune prompts and models with platform-curated datasets, creating a closed-loop system that tailors general-purpose LLMs to specialized tasks like medical diagnosis or legal analysis.
• /Enhance datasets with scaled production feedback.
• /Boost accuracy by fine-tuning models and prompts.
• /Continuously iterate for ongoing improvement.
• /Log10 provides powerful Python and JavaScript client libraries with LLM library wrappers, Log10 LLM abstractions, and callback functionality for seamless integration into both new and existing projects.

industry focus