Confident AI
confident-ai.comConfident AI provides evaluation, observability, red-teaming, and governance tools for testing and monitoring AI systems.
Looking for something like OpenMetadata? Here are 24 alternatives, ranked by how closely they match it on purpose, features and platforms. Of these, 1 are free or have a free plan and 4 are open source.
OpenMetadata provides data cataloging, discovery, quality, observability, governance, and lineage tools.
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | Confident AI | — | Not stated | Web |
| 2 | Maxim AI | Freemium | Yes | Windows, macOS, Linux |
| 3 | ModelOp | — | Not stated | Web |
| 4 | Credo AI | — | Not stated | Web |
| 5 | TensorZero | — | Not stated | Web |
| 6 | Galileo | — | Not stated | Web |
| 7 | Deepchecks | — | Not stated | Web |
| 8 | DataHub | — | Yes | — |
| 9 | Marquez | — | Yes | — |
| 10 | Drafter | — | Not stated | Web |
Confident AI provides evaluation, observability, red-teaming, and governance tools for testing and monitoring AI systems.
Bifrost by Maxim AI is an open-source AI gateway for LLMs, MCP and agents with routing, governance, guardrails and observability, supporting 8+ providers and 1000+ models via a drop-in SDK replacement.
ModelOp manages enterprise AI assets and governance through a command center for tracking AI delivery.
Credo AI helps organizations inventory AI systems, enforce governance policies, demonstrate compliance, and manage model and agent risk.
TensorZero builds open-source tools for production-grade LLM applications: LLM gateway, observability, optimization, evaluations, and experimentation.
Galileo evaluates, monitors, and protects generative AI applications through observability tools for AI teams.
Deepchecks evaluates and monitors AI agents using testing, tracing, dataset scoring, and production observability tools.
DataHub describes itself as a context platform for data and AI stacks.
Marquez collects, aggregates, and visualizes metadata about a data ecosystem.
Drafter lets teams build AI tools and automations without developers, with integrations to data sources and AI technologies.
Zilliz Cloud provides a managed vector data platform powered by Milvus, with real-time search and data operations across major cloud regions.
Quix is the agentic AI platform for hardware engineering — turn test-rig and sensor data into real-time insight.
Espresso AI uses machine learning to optimize Snowflake and Databricks data warehouses and reduce query and infrastructure costs.
ModAstera guides teams through data labeling, AI model building, validation, and deployment in one workflow.
Tilores resolves and deduplicates customer records using fuzzy matching to unify scattered data in real time.
Arize Phoenix provides observability and evaluation tools for AI applications and systems.
Comet's Opik platform provides AI observability, agent testing, evaluation, and monitoring for developers.
Respan unifies LLM observability, evals, prompt optimization, and an AI gateway so teams can ship reliable AI applications.
Anaconda provides tools for developing, orchestrating, and deploying data science and AI projects.
Omnifact provides team access to multiple AI models and pseudonymizes personal data before sending prompts to providers.
Labelbox provides data and simulated environments for training AI systems and deploying agents across business applications.
Zep unifies business data, documents and conversations into governed context for enterprise AI agents.
lakeFS provides data version control for data lakes using Git-style workflows.
Quilt manages scientific data on AWS with versioned data packages for teams and AI.
Alternatives are suggested from the purpose and features described in our listings. Different pages for the same product appear once. Read each description to check whether it fits your task. How we choose alternatives · Suggest an alternative