About

PostHog

PostHog is an open-source product analytics platform built for engineering and product teams who want the full analytics stack — event analytics, session replay, feature flags, A/B experimentation, and surveys — in a single tool with transparent, usage-based pricing and no seat-based charges.

It is primarily used by software engineers, product managers, and data-forward teams at startups and scale-ups who value technical flexibility — the ability to self-host for data control, instrument via open-source SDKs, and pay only for what they actually use rather than a bundled SaaS subscription.

Teams choose PostHog for its open-source core and self-hosting option; its all-in-one toolset that replaces Mixpanel plus LaunchDarkly plus a separate A/B testing tool; its usage-based pricing with generous free tiers (1M events, 5K session recordings, 1M feature flag requests per month); and its developer-first instrumentation experience.<br><br>Over 90% of PostHog users stay on the free tier. Paid usage scales per product at transparent per-unit rates. The median paying customer spends around $54,000/year per Vendr data — but this reflects enterprise usage, not typical SMB spend.

About

Mixpanel

Mixpanel is a product analytics platform built for product and growth teams who want best-in-class event-based behavioral analysis — funnels, retention, flows, and cohort analysis — in a focused tool that does analytics exceptionally well without bundling adjacent features that add complexity.

It is primarily used by product managers, growth teams, and data analysts at software companies ranging from seed-stage startups to enterprises like Uber and Netflix, who need to understand user behavior in depth and build reports non-technical stakeholders can use without SQL.

Teams choose Mixpanel for its self-serve analytics that lets non-technical team members build funnels and retention reports without SQL; its Spark AI for natural-language querying of analytics data; its best-in-class funnel and cohort analysis; and its generous free tier of 1 million events per month.

Growth plan pricing: free for the first 1M events/month, then $0.28 per 1,000 events above that. At 10M events/month, costs reach approximately $2,500/month. Session replay, feature flags, and group analytics are available but billed separately.

Feature

PostHog

Mixpanel

Lucky Orange

Product Analytics (funnels/retention/cohorts)

Yes

Yes

Limited

Session Replay

Yes

Yes

Yes

A/B Testing / Experimentation

Yes

Limited

No

Feature Flags

Yes

No

No

In-app Guidance

No

No

No

Surveys & Feedback

Yes

Limited

Yes

Data Warehouse Export

Yes

Limited

Limited

AI-Powered Insights

Yes

Yes

Yes

Open Source / Self-host Option

Yes

No

No

Free Plan

Yes

Yes

Yes

Product analytics tells you what 23% of users did in your funnel. Do you know why?

PostHog and Mixpanel both tell you what happened in aggregate — which steps users completed, where they dropped off, how retention curves over time. That aggregate picture is genuinely valuable. But it leaves a gap: you know 23% of users abandoned at step three, and you still do not know what those users were actually doing when they left.

Lucky Orange Discovery AI is built for the question that comes after the funnel chart. It analyzes individual session data and answers plain-language questions about the behavior behind the numbers — what those drop-off sessions looked like, what patterns they shared, and what your team should do about it. Aggregate analytics tells you where. Session-level AI tells you why.

Ask questions like:

  • What are users doing in their sessions right before they drop off at the third onboarding step?

  • What behavior in the first session distinguishes users who become active from those who churn?

  • Which features are users interacting with most in the sessions before they cancel their subscription?

See how Discovery AI works