Best Helicone Alternatives in 2026

Langfuse is an open-source LLM observability and engineering platform used by AI teams to trace, debug, evaluate, and manage prompts in production. MIT-licensed, self-hostable, and trusted by over 63 Fortune 500 companies including Khan Academy.

PostHog is the open-source, all-in-one analytics platform built for engineers. It replaces Mixpanel, Hotjar, LaunchDarkly, and more in a single stack, with a free tier generous enough that over 90% of teams pay nothing.

Weights & Biases is the standard ML experiment tracking platform used by over a million AI engineers. It covers model training workflows with W&B Models and LLM observability with W&B Weave, now under CoreWeave ownership since May 2025.

MLflow is the open-source AI engineering platform used by thousands of enterprises to track experiments, manage model registries, and deploy classical ML and GenAI applications. Free under Apache 2.0, with 30 million monthly downloads.

LiteLLM is an open-source AI gateway by BerriAI (YC W23) that translates 100+ LLM provider APIs into a single OpenAI-compatible endpoint. Self-host the proxy server to route across OpenAI, Anthropic, Bedrock, and more with spend tracking, rate limiting, and fallback routing built in.

Pinecone is the managed vector database that pioneered the category. It stores and queries high-dimensional embeddings at scale, powering RAG pipelines, semantic search, and AI agent memory with no infrastructure to manage.

CoreWeave is a specialized GPU cloud built for enterprise AI training and inference. With 250,000+ GPUs across 32 data centers, InfiniBand-backed clusters, and NVIDIA's latest Blackwell hardware, it powers some of the largest AI labs in the world, including OpenAI, Meta, IBM, and Microsoft.

Qdrant is an open-source vector search engine built in Rust by a Berlin-based team. It powers production RAG, semantic search, and recommendation systems for enterprises including Canva, HubSpot, and TripAdvisor, with Apache 2.0 licensing and flexible deployment from laptop to edge device.

Weaviate is an open-source vector database that stores objects and embeddings together, enabling hybrid search, RAG pipelines, and AI agent workflows. Available self-hosted under BSD-3 license or as a managed service via Weaviate Cloud on AWS, GCP, and Azure.

Predibase is a managed fine-tuning and inference platform for open-source LLMs, built on LoRAX multi-adapter serving. It lets teams run hundreds of fine-tuned model variants on a single GPU, with VPC deployment for enterprises that can't move training data to shared infrastructure.