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Openlayer

Openlayer is a powerful testing and observability platform for ML. It lets you collaborate with others on finding issues in models and data, debugging them, and committing new versions.

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Giới thiệu về công cụ này

Main Features:

  1. Offline Evaluation: Supports ML and LLM systems from prototype to production safely, ensuring a smooth transition through ongoing testing.
  2. Observability and Real-time Guardrails: Observe and monitor AI systems in real-time, catch issues in production, and fix AI within minutes.
  3. Data Quality: Connect data pipelines and automatically test for schema changes, drift, and anomalies to catch bad data before it reaches models.
  4. Automated Compliance: Align AI systems with standards like ISO/IEC 42001, OWASP, NIST, and the EU AI Act for worry-free compliance.
  5. Collaboration: Collaborate effortlessly with the team in a shared workspace, assign roles, define tests, and debug issues together.

Core Characteristics:

  • Offers an expansive set of customizable tests to make systematic progress and avoid regressions.
  • Supports real-time tracking, alerts, annotation, and tracing of production requests, monitoring cost, latency, and tokens.
  • Integrates with Git, has SDKs in favorite programming languages, works out of the box for every LLM provider, and is fully customizable via CLI and REST API.
  • Provides templates (e.g., PDF extraction, RAG QA, structured outputs, simple chatbots, churn prediction, diabetes prediction) to accelerate setup in seconds.

Target Users: Top AI teams, machine learning engineers, data scientists, development teams requiring AI compliance and governance (across industries like cybersecurity, travel, e-commerce, property management, and automation).

Core Advantages:

  • Detects and prevents risks like prompt injections, bias, hallucinations, and PII leakage before they spread.
  • Streamlines alignment of AI systems with stringent international compliance standards.
  • Fits into workflows seamlessly with REST APIs, CLI, Git, and SDKs integrations.
  • Significantly increases deployment frequency (6x increase in a case study) and throughput, along with a sharp increase in revenue.

Typical Use Cases:

  • Ensure outputs do not contain personally identifiable information (PII).
  • Prevent fake product prompts.
  • Validate the effectiveness of a model that identifies potentially fraudulent transactions.
  • Ensure phishing messages do not disclose they are generated by AI.
  • Avoid exaggerated urgency claims or threats.

Pricing Info: The page does not provide specific pricing or billing models; users need to "Request demo" for pricing details.

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