Shift your product into self-driving mode

You have a new pull request ready for review. (Yep, really.)

While you slept, PostHog dug through your product data, found what was worth fixing, and had agents do the work. All you need to do is hit merge.

Learn about InboxNew to PostHog? Sign up

Unlimited reports. Priced by pull request. 3 free each month.

How a product improves itself

…then it loops

Every change ships with the instrumentation to measure it – the agent adds the events, feature flags, and experiments as it goes. After it merges, PostHog checks whether the metric actually moved. If it didn't, that's a new signal (and the change can be rolled back).

SignalResearchReportPRShipMeasureThe self-improving loop
A hedgehog transforming into a self-driving machine

PostHog agents run on their own, but don't run wild

Self-driving is autonomy from instruction, not from you. Agents work in the background without you prompting them to make progress, but nothing ships on autopilot.

  • It's stuck in a sandbox. Work happens in the cloud, nowhere near your repo. Agents follow your branch protections, CI, and review rules.
  • The work can't merge itself. Nothing reaches production until a human clicks merge. Robots don't touch the big green button.
  • PRs > Issues. Raw signals are deduped and clustered into reports. Actionable ones become PRs. You only pay for real work completed.
  • Your secrets are safe. Literally, and so is your code. Private repos stay private, and so does your data. (We're training AI models, but not on your code.)

Merged into PostHog by self-driving

See them all →
fixaio

bound Max AI event taxonomy property-value scan

merged#713542949w ago
fixaio

refresh stale DB connections in trace LLM judge activity

merged#713522949w ago
fixflags

surface flags-service errors on person profile

merged#677762949w ago
featexperiments

add self-serve restore for deleted experiments

merged#713202949w ago
fixreview-hog

don't hard-fail small fan-outs on the failure floor

merged#713382949w ago
fixwarehouse

attach friendly message to non-retryable extract errors

merged#713222949w ago
fixmcp_analytics

swallow overview 500s instead of surfacing to error tracking

merged#712712949w ago
fixreplay

stop filter panel crashing when saved filters is null

merged#713132949w ago
fixflags

accept flag key in feature-flag-get-definition MCP tool

merged#713122949w ago
fixuser-interviews

make topics list summary-only

merged#713072949w ago
fixdata-warehouse

stop capturing handled repartition skip as exception

merged#712912949w ago
fixplugin-server

distinguish timeout guard error tracking issues

merged#712592949w ago
fixaio

bound Max AI event taxonomy property-value scan

merged#713542949w ago
fixaio

refresh stale DB connections in trace LLM judge activity

merged#713522949w ago
fixflags

surface flags-service errors on person profile

merged#677762949w ago
featexperiments

add self-serve restore for deleted experiments

merged#713202949w ago
fixreview-hog

don't hard-fail small fan-outs on the failure floor

merged#713382949w ago
fixwarehouse

attach friendly message to non-retryable extract errors

merged#713222949w ago
fixmcp_analytics

swallow overview 500s instead of surfacing to error tracking

merged#712712949w ago
fixreplay

stop filter panel crashing when saved filters is null

merged#713132949w ago
fixflags

accept flag key in feature-flag-get-definition MCP tool

merged#713122949w ago
fixuser-interviews

make topics list summary-only

merged#713072949w ago
fixdata-warehouse

stop capturing handled repartition skip as exception

merged#712912949w ago
fixplugin-server

distinguish timeout guard error tracking issues

merged#712592949w ago
fixerror-tracking

treat cymbal Postgres pool timeouts as backpressure

merged#713102949w ago
fixhogql

coerce numeric filter values on string properties

merged#712942949w ago
fixtasks

stop dead-ending sandbox env var saves on managed keys

merged#712842949w ago
fixengineering-analytics

swallow transient network errors in workflow runs loaders

merged#712572949w ago
fixmcp-analytics

fix sessions list 500 from $session_id aggregation

merged#712892949w ago
fixinsights

fail soft when all-time earliest-timestamp query times out

merged#712782949w ago
fixmcp-analytics

handle overview loader failures per-tile

merged#712852949w ago
fixerrors

mark SIZES_OF_ARRAYS_DONT_MATCH as user_safe

merged#712552949w ago
fixerror-tracking

don't crash cymbal when remote resolution pool isn't ready at startup

merged#712642949w ago
fixreplay

default entity type when missing in recordings query

merged#712752949w ago
fixreplay

alias $session_id group key in matching_events query

merged#712732949w ago
fixengineering-analytics

raise EgressBudgetExhausted from job-logs backpressure

merged#712672949w ago
fixerror-tracking

treat cymbal Postgres pool timeouts as backpressure

merged#713102949w ago
fixhogql

coerce numeric filter values on string properties

merged#712942949w ago
fixtasks

stop dead-ending sandbox env var saves on managed keys

merged#712842949w ago
fixengineering-analytics

swallow transient network errors in workflow runs loaders

merged#712572949w ago
fixmcp-analytics

fix sessions list 500 from $session_id aggregation

merged#712892949w ago
fixinsights

fail soft when all-time earliest-timestamp query times out

merged#712782949w ago
fixmcp-analytics

handle overview loader failures per-tile

merged#712852949w ago
fixerrors

mark SIZES_OF_ARRAYS_DONT_MATCH as user_safe

merged#712552949w ago
fixerror-tracking

don't crash cymbal when remote resolution pool isn't ready at startup

merged#712642949w ago
fixreplay

default entity type when missing in recordings query

merged#712752949w ago
fixreplay

alias $session_id group key in matching_events query

merged#712732949w ago
fixengineering-analytics

raise EgressBudgetExhausted from job-logs backpressure

merged#712672949w ago

It runs on the data you already have

Your product is a context goldmine. Self-driving puts that data to work. The more sources PostHog can see, the sharper the fixes get.

Signals
In-app activity
Logs
Errors
Payments
Session recordings
Traces
Funnel dropoff
Feature flags
Experiment results
Internal threads
Support tickets
Backlog
Transcriptions

Works in your workflow

The same Inbox and agents show up across five surfaces (everywhere you go, there's PostHog).

PostHog web app

The full product in your browser. Explore your data, review proposed work, and dig into the evidence.

Sign up free

PostHog Slack app

@PostHog brings PostHog into Slack channels. Route reports to the ones each team already watches (hedgehog mode not included).

Add to Slack

PostHog MCP

Look ma, no hands! Pull self-driving context into other tools, and pull context from your other tools into self-driving.

Hook it up

PostHog CLI

Self-driving from your terminal. Query your data and drive agents right where you already work, and wire it into your scripts and CI.

Read the docs

PostHog CodeBeta

A desktop app for driving parallel agents to edit your product. The same Inbox and reports live here.

Get the app

Steering a self-driving report from a Slack thread

Build in public (with the whole team)

Self-driving isn't only autonomous. Some fixes are better hashed out by three people in a thread.

Solve it together

Work through a report or PR with collaborators in Slack. Add context, steer the agent, and decide what ships.

Sorted by priority

Each report arrives tagged P0–P4 by impact, so the channel sees what needs attention now and what can wait.

A P0 self-driving report delivered to a Slack channel
A P1 · Replay self-driving report delivered to a Slack channel
A P1 · Zendesk self-driving report delivered to a Slack channel
A P2 self-driving report delivered to a Slack channel
A P3 self-driving report delivered to a Slack channel
A P4 self-driving report delivered to a Slack channel
A P0 self-driving report delivered to a Slack channel
A P1 · Replay self-driving report delivered to a Slack channel
A P1 · Zendesk self-driving report delivered to a Slack channel
A P2 self-driving report delivered to a Slack channel
A P3 self-driving report delivered to a Slack channel
A P4 self-driving report delivered to a Slack channel
A P0 self-driving report delivered to a Slack channel
A P1 · Replay self-driving report delivered to a Slack channel
A P1 · Zendesk self-driving report delivered to a Slack channel
A P2 self-driving report delivered to a Slack channel
A P3 self-driving report delivered to a Slack channel
A P4 self-driving report delivered to a Slack channel

Suspiciously chill for how much it's doing

building with AIbuilding with AI
Prompted

It builds what you spec

This is what you're used to (you set the spec and the agents do the work). Prompt a task from PostHog AI, PostHog Code, or the Slack app, and agents build it.

Full product context Understands your users, not just the diff it's editing.

Reactive

It acts on your data

This is what the Inbox is for. It watches the data you already have in PostHog and turns anything worth acting on into a researched report, often with a fix attached.

Always on Reads logs and tickets for fun. Sick, honestly.

Proactive

It looks for work

This is where it gets good. Scouts dig through your data and flag problems you haven't thought about (yet). Your product improves everywhere, every day.

Remembers everything Including that. Especially, that.

So, what's left for you?

Work lands while you sleep. You wake up to diffs and reports waiting for review. Then what?

You're (still) the driver

Like a Waymo, a self-driving product doesn't decide where you're going (it just makes getting there easier). You choose where the product goes next.

A hedgehog gesturing toward the work

Skip to the good part

Somebody's gotta clean up around here. Turns out it doesn't have to be you. Bug fixes and maintenance work land in your inbox. Hit merge and move on with your day.

A hedgehog eating popcorn

Outship everyone

Product capability used to scale with headcount. Now it's handled (without adding any). A small team with self-driving can outship companies 10x the size.

A hedgehog working at a laptop

Set up your InboxBeta

Install PostHog, then run the wizard – it turns on your signal sources, connects GitHub, and sets up your scouts. Your first reports start landing in ~20–30 minutes.

Learn more

New to all this? Read the self-driving docs.

FAQ

Community questions

Questions about this page? or post a community question.