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WhyLabs was shut down in 2025

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Alternatives to WhyLabs

30 tools that compete with or replace WhyLabs. Ranked by direct product-type match — not generic category overlap.

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Why people look for alternatives to WhyLabs

The complaints that come up most often in public discussion — reviews, forums and community threads. Not our opinion, and not the vendor's marketing.

  • No official support — you're on your own when issues hit
  • No managed service, so scaling requires heavy self-hosting
  • Spark integration is brittle with older versions (Stack Overflow)
  • Docs and community resources are thin after the shutdown

Drawn from 12 mentions across 3 sources · researched Aug 21, 2026.

In fairness: users also consistently praise privacy-preserving logging that never stores raw data, and open-source and free — no licensing costs or lock-in. A complaint list is not a verdict — see the full picture on the WhyLabs page.

Phoenix

Phoenix

Open-source LLM observability and agent evaluation you can trace, evaluate, and self-host for free.

FreemiumTry
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Arize Phoenix

Arize Phoenix

Arize Phoenix is open-source LLM observability: trace agent steps, run evals, and self-host your traces.

FreemiumTry
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LangSmith

LangSmith

LangSmith is agent and LLM observability: trace, monitor, and evaluate AI agents in cloud, BYOC, or self-hosted.

FreemiumTry
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Dash0

Dash0

Dash0 is OpenTelemetry-native observability where Agent0 investigates incidents, finds root cause, and opens fix PRs.

FreemiumTry
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Langfuse

Langfuse

Open-source LLM observability and agent evals: trace, evaluate, and improve production AI agents with MIT-licensed tooling.

FreemiumTry
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Opik (Comet)

Opik (Comet)

Open-source AI observability for agent tracing, LLM-as-a-judge evals, and coding-agent cost tracking.

FreemiumTry
Visit Opik (Comet)
AgentOps

AgentOps

Developer observability platform that traces, replays, and debugs AI agent runs across OpenAI, CrewAI, Autogen and 400+ LLMs

FreemiumTry
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Lmnr

Lmnr

Open-source agent observability that auto-captures every LLM and tool call and flags failures you never wrote a detector for.

FreemiumTry
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Metoro

Metoro

Metoro is a Kubernetes observability and AI SRE agent that watches your cluster with eBPF and opens fix PRs for production issues.

FreemiumTry
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Burntop

Burntop

Free open-source AI usage tracking and analytics that syncs your token and cost data from Claude, Cursor, ChatGPT and other tools onto a shareable dashboard.

FreeTry
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OpenLIT

OpenLIT

OpenLIT is an open-source, OpenTelemetry-native agent harness engineering platform for LLM tracing, evals, and guardrails you self-host.

FreemiumTry
Visit OpenLIT
Lilypad

Lilypad

Open-source OpenTelemetry tracing, versioning, and sessions for Python LLM apps—bring your own backend.

FreeTry
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Confident AI

Confident AI

LLM evaluation, observability, and red teaming in one workspace — ship AI you can actually trust

FreemiumTry
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TruLens

TruLens

TruLens traces AI agent runs with OpenTelemetry-native evals, showing where an agent fails and where you can cut cost.

FreeTry
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MLflow

MLflow

Open source AI engineering platform for agent and LLM tracing, evaluation, prompt management, and ML lifecycle work.

FreeTry
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ToolSpend

ToolSpend

ToolSpend tracks AI API spend across OpenAI, Anthropic, Google AI, Bedrock and Azure in one live cost dashboard.

PaidTry
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Fiddler AI

Fiddler AI

Fiddler AI is an enterprise AI control plane for agent observability, inline guardrails, and auditable AI governance.

FreemiumTry
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Agenta

Agenta

Open-source AI coworker workspace that builds, schedules and ships agents to Slack or Telegram

FreemiumTry
Visit Agenta
Maxim AI

Maxim AI

Maxim AI evaluates, simulates and observes AI agents — with Bifrost, its open-source LLM gateway, handling routing, budgets and guardrails.

FreemiumTry
Visit Maxim AI
RAGAS

RAGAS

Open-source Python framework that replaces vibe checks with reproducible evaluation loops for RAG pipelines and AI agents.

FreeTry
Visit RAGAS
Evidently AI

Evidently AI

Evidently AI is an open-source Python framework for LLM evaluation, RAG testing, and ML model monitoring under Apache 2.0.

FreemiumTry
Visit Evidently AI
Galileo

Galileo

Galileo is an AI observability and eval engineering platform that turns offline evals into production guardrails for agents and RAG.

FreemiumTry
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Palantir Gotham

Palantir Gotham

Palantir Gotham is the AI-powered kill chain and decision platform for defense, intelligence, and combat operations.

Contact SalesTry
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Braintrust

Braintrust

Braintrust is an agent observability platform that traces AI runs, scores quality with evals, and surfaces production failure patterns.

FreemiumTry
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Helicone

Helicone

Helicone is an AI gateway and LLM observability platform for routing, debugging, and cost-tracking AI app traffic.

FreemiumTry
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Opencompass

Opencompass

OpenCompass (司南) benchmarks LLMs, VLMs, and AI4S models on 100+ open evaluation datasets with dated leaderboards

FreeTry
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Token Monitor

Token Monitor

Token Monitor is a free desktop widget that tracks AI coding token usage, cost, and quota limits across 44+ tools and providers.

FreeTry
Visit Token Monitor
TheFastest.ai

TheFastest.ai

Free daily LLM speed benchmarks — compare time-to-first-token and tokens-per-second across models and regions.

FreeTry
Visit TheFastest.ai
Matharena

Matharena

Free public leaderboard benchmarking LLMs on competition math and Lean proof benchmarks like ArXivMath and ArXivLean.

FreeTry
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Tokentelemetry

Tokentelemetry

Local, MIT-licensed token and cost observability for AI coding agents — reads the logs your agents already write.

FreeTry
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Frequently asked questions

What are the best alternatives to WhyLabs?

We currently list 30 alternatives to WhyLabs: Phoenix, Arize Phoenix, LangSmith, Dash0, Langfuse. Each is ranked by direct product-type match rather than generic category overlap.

How do you choose which WhyLabs alternatives to show?

Alternatives are ranked by direct product-type match — tools that do the same job — not by shared category tags. Every listed tool is independently re-verified on a continuous cycle.