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 →
fixhogql

parse zoned datetime strings compared to timestamps in python

merged#6760341m ago
fixdata-warehouse

apply warehouse sources queue migrations one statement at a time

merged#704723h ago
fixhogql

emit valid ClickHouse function for boolean casts

merged#680715h ago
fixworkflows

return metadata-only workflow list over MCP

merged#702966h ago
choretasks

stop sandbox test errors leaking to error tracking

merged#7027310h ago
fixmax

tolerate mid-unmount scene logic in context collection

merged#7028710h ago
fixmcp

render exec info/schema with input-mode json schema

merged#702631d ago
fixtaxonomic-filter

stop false "No results" flash on the All tab

merged#699782d ago
fixhogql

parse ISO 8601 Z-suffixed datetime filter values

merged#679193d ago
fixmcp

respect explicit date_to timestamps in query tools

merged#696973d ago
fixsignals

preserve scout scopes when reconciler re-dispatches a run

merged#696933d ago
fixaio

map Gemini model-not-found errors to ModelNotFoundError

merged#690703d ago
fixhogql

parse zoned datetime strings compared to timestamps in python

merged#6760341m ago
fixdata-warehouse

apply warehouse sources queue migrations one statement at a time

merged#704723h ago
fixhogql

emit valid ClickHouse function for boolean casts

merged#680715h ago
fixworkflows

return metadata-only workflow list over MCP

merged#702966h ago
choretasks

stop sandbox test errors leaking to error tracking

merged#7027310h ago
fixmax

tolerate mid-unmount scene logic in context collection

merged#7028710h ago
fixmcp

render exec info/schema with input-mode json schema

merged#702631d ago
fixtaxonomic-filter

stop false "No results" flash on the All tab

merged#699782d ago
fixhogql

parse ISO 8601 Z-suffixed datetime filter values

merged#679193d ago
fixmcp

respect explicit date_to timestamps in query tools

merged#696973d ago
fixsignals

preserve scout scopes when reconciler re-dispatches a run

merged#696933d ago
fixaio

map Gemini model-not-found errors to ModelNotFoundError

merged#690703d ago
fixintegrations

handle open-invoice block when disconnecting Vercel

merged#698043d ago
fixinsights

discover migrations before building upgrade query

merged#683124d ago
fixinsights

re-clamp funnel exclusion step ranges when steps change

merged#691824d ago
fixllma

bound long string render cost in JSON viewer

merged#613284d ago
choreerror-tracking

surface _posthogUrl in triage skill link tip

merged#682964d ago
fixerror-tracking

coerce nullable arg in flag-exposure skill query

merged#684164d ago
fixaio

guard formValid against incomplete evaluation config

merged#686664d ago
choreerror-tracking

fix $lib value in grouping-noisy-errors skill

merged#688824d ago
fixllma

use supported cast in exploring-llm-clusters skill queries

merged#684294d ago
featsignals

surface last_run_at and latest_error on scout profile sources

merged#686455d ago
fixsignals

label the top_events window so a capture gap is not read as low volume

merged#687645d ago
fixaio

surface underlying error text on unknown query failures

merged#688115d ago
fixintegrations

handle open-invoice block when disconnecting Vercel

merged#698043d ago
fixinsights

discover migrations before building upgrade query

merged#683124d ago
fixinsights

re-clamp funnel exclusion step ranges when steps change

merged#691824d ago
fixllma

bound long string render cost in JSON viewer

merged#613284d ago
choreerror-tracking

surface _posthogUrl in triage skill link tip

merged#682964d ago
fixerror-tracking

coerce nullable arg in flag-exposure skill query

merged#684164d ago
fixaio

guard formValid against incomplete evaluation config

merged#686664d ago
choreerror-tracking

fix $lib value in grouping-noisy-errors skill

merged#688824d ago
fixllma

use supported cast in exploring-llm-clusters skill queries

merged#684294d ago
featsignals

surface last_run_at and latest_error on scout profile sources

merged#686455d ago
fixsignals

label the top_events window so a capture gap is not read as low volume

merged#687645d ago
fixaio

surface underlying error text on unknown query failures

merged#688115d 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.