Analytics for AI Products

PostHog vs Mixpanel vs Amplitude — March 2026

PostHog — Best for eng-led AI products
Mixpanel — Best pure product analytics UX
Amplitude — Best for enterprise / growth teams
Capability
PostHogall-in-one, open source
Mixpanelbehavioral analytics
Amplituderetention & growth
Core Analytics
Product Analytics✓ FullFunnels, paths, retention, trends★ Best-in-classDeepest funnel builder, JQL✓ FullBest retention math (N-day, bracket)
Web Analytics✓ Built-inGA4 replacement, privacy-first✗ None~ BasicAdded recently via session data
Autocapture✓ FullClicks, pageviews, forms, retroactive~ Web onlyNew in 2024, mobile still manual✓ Via Unified SDK
SQL Access★ Direct ClickHouseFull SQL, no restrictions~ JQL onlyCustom JS query language~ LimitedChart-level SQL in some plans
Data Warehouse✓ Built-inImport from Stripe, Zendesk, etc.~ Warehouse connectorsBidirectional sync✓ Warehouse-nativeQueries directly on your warehouse
AI Query / NL✓ PostHog AINL insights + AI product assistant✓ Spark AINL query builder✓ Ask AmplitudeNL querying + predictive
AI / LLM Product Tools
LLM Analytics★ NativeTraces, generations, cost, latency, clusters✗ None✗ None
LLM Observability★ FullOpenAI, Anthropic, Gemini, Vercel AI SDK✗ NoneNeed Langfuse/Helicone separately✗ NoneNeed Langfuse/Helicone separately
Token / Cost Tracking✓ Per-model, per-userDashboard + alerts built-in✗ DIY via events✗ DIY via events
Prompt Management✓ Via MCPCreate/update/version prompts✗ None✗ None
Trace Clustering✓ New — ClustersAuto-identifies behavioral patterns✗ None✗ None
MCP & Developer Tooling
Official MCP ServerFirst-partymcp.posthog.com — Streamable HTTPFirst-partymcp.mixpanel.com — OAuth + SSEFirst-partymcp.amplitude.com — OAuth
MCP Capabilities★ BroadestAnalytics, flags, experiments, errors, prompts, insights, SQL✓ GoodEvents, funnels, retention, cohorts, reports✓ GoodCharts, dashboards, cohorts, experiments, replays
MCP Client SupportClaude Code, Cursor, VS Code, Zed, CodexAuto-install via PostHog WizardClaude, Cursor, ChatGPTManual config via npx mcp-remoteClaude, Cursor, ChatGPT, Gemini+ MCP Marketplace with skills
REST API✓ ComprehensiveFull CRUD + SQL endpoint✓ ComprehensiveQuery API + JQL + data export✓ ComprehensiveSegmentation, cohort, taxonomy APIs
Platform Features
Session Replay✓ FullWeb + dev tools, filter by cohort/flag✓ NewWeb + mobile, AI summaries✓ Added 2024Web, integrated w/ analytics
Feature Flags★ Mature% rollout, multivariate, targeting✓ New (late 2025)Basic flag + targeting✓ Amplitude ExperimentMature, cohort-based targeting
A/B Experiments✓ FullStats engine, Bayesian✓ FullRelaunched 2025, stat significance✓ FullMost mature, multi-variant
Error Tracking✓ Built-inSentry alternative, linked to replays✗ None✗ None
Surveys✓ In-app surveys✗ None~ Guides & SurveysPaid add-on
Pricing & Deployment
Free Tier★ 1M events/mo+ 5K replays, 1M flags, 100K errors1M events/mo10K MTUs/mo~100K-500K events equivalent
Billing ModelPer eventEach product priced independentlyPer eventSingle unified pricePer MTUBetter for high-event-per-user apps
Startup Credits$50K credit1B events free/yrScholarship program
Self-Host★ YesFull open source, Docker/K8s✗ Cloud only✗ Cloud only
Open Source★ MIT-licensed core✗ Proprietary✗ Proprietary
EU Data Residency✓ EU Cloud + self-host✓ EU + IN regions✓ EU region

// Verdict for AI Products

PostHog is the clear winner for AI/LLM products. Native LLM analytics with trace-level observability, per-model cost tracking, latency monitoring, automatic trace clustering, and prompt management via MCP. Mixpanel and Amplitude have zero LLM observability — you'd need Langfuse or Helicone bolted on separately.

Mixpanel wins on pure product analytics UX — polished funnel builder and retention reports. Startup program (1B events free) is extremely generous.

Amplitude is strongest at enterprise scale — retention math, predictive analytics, warehouse-native queries, and MCP Marketplace with reusable analysis skills.

MCP parity: All three have official remote MCP servers with OAuth. PostHog auto-installs via wizard. Amplitude has a unique MCP Marketplace with pre-built skills. Mixpanel requires admin opt-in.