Side-by-side comparison of AI visibility scores, market position, and capabilities
Open-source LLM app development platform with 80K+ GitHub stars and 1.4M+ deployments; raised $30M Pre-A at $180M valuation in Mar 2026; supports agentic workflows, RAG pipelines, and model management with integration for hundreds of LLMs.
Dify is an open-source platform for building AI applications, developed by LangGenius, Inc. and founded in 2023. Headquartered in San Francisco, Dify combines Backend-as-a-Service with LLMOps to let developers quickly go from prototype to production-ready AI applications. The platform supports agentic workflows, RAG pipelines, agent capabilities, model management, and observability with integration for hundreds of LLMs.
OpsLevel is a developer portal and service catalog for tracking service ownership, maturity scorecards, and production readiness across microservices.
OpsLevel is a developer portal platform that gives engineering organizations visibility into the services they operate, who owns them, and how mature they are relative to internal engineering standards. At its core, OpsLevel maintains a service catalog that maps every microservice, repository, and infrastructure component to a team owner, populating metadata automatically from integrations with GitHub, GitLab, PagerDuty, Datadog, and cloud providers. This catalog becomes the authoritative source of truth for answering questions like who to contact about a service, what tier of reliability it requires, and what dependencies it has — questions that are often unanswerable at engineering organizations that have grown past the point where everyone knows everything.
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