PlayerZero is an AI production engineer that builds a living model of how your software actually works.

Autopilot SRE, support, and QA agents that understand, maintain, and operate complex production software.

World Models & Simulations

The first engineering world model grounded in code, tickets, observability, and your organization's decision-making.

A shared world model gives support, engineering, and QA agents one source of truth to coordinate ownership, reduce handoff friction, and resolve production work faster.

Support

Triage tickets and route to the right owner

3d → 15m

triage time

SRE

Monitor incidents and coordinate response

98%

reduction in MTTR

Engineering

Diagnose root cause and ship the fix

>$2M

resources saved

Validate changes against expected behavior

84%

reduction in customer tickets

Engineering World Model

Tickets

Support queues

Escalations

sees reported pain

Code

Repos

Ownership

sees what changed

Signals

Logs

Incidents

sees runtime behavior

People

Approvals

Handoffs

sees who must respond

Workflow

Deploys

QA runs

sees what happens next

Agents that truly own work, get better over time, and build your organization's institutional memory.

How teams operate production software with PlayerZero.

Explore customer stories

We partner with engineering teams handling complex, customer-facing production systems to reduce escalations, accelerate triage, and keep releases on track.

Zuora cut L3 triage from 3 days to 15 minutes and reduced escalations from 28 to 3 per month.

Read the story

Credit card terminal with card tap on orange background

95% reduction in engineering escalations for L2 and L3 tickets across 300 developers and support folks.

Nylas resolved incidents 8x faster with zero engineering handoffs.

8x faster MTTR and 2x faster incidents automatically resolved.

KeyData eliminated 84% of defect escapes before they hit customers.

84% reduction in defect escape rate, 8x faster PR review time, and fewer tickets created after release.

Onboard triages tickets 6x faster and onboards devs in half the time.

6x faster ticket triage time and >50% faster developer onboarding time.

Agents

Agents that navigate people, process, and context so production work moves forward without waiting on handoffs.

Give your engineers their time back. PlayerZero agents handle the repetitive triage, investigation, and coordination work so your team can focus on building.

Coordinated delegation across teams

Agents split work by owner, ask the right person the right question, and keep every answer in one thread.

Support ticket

zendesk / ticket-1427

#1427OpenHigh

Billing edits fail after the checkout change

SMSarah M. · Acme Corp · 2h ago

“We’re unable to update billing information since the last deploy. Multiple team members are seeing the same error on the payment settings page.”

Support Eng

Problem

Billing

Split by owner, tracked in one workflow

Was backlog already present before the checkout concurrency change shipped?

Backlog started before rollout. The change surfaced it sooner under load.

OLQA owner

Omar Lewis

waiting

Should non-owner users see a specific permission error before save completes?

Waiting on confirmation before drafting the final reply.

1 waiting1 reply back

Parallel simulations before every release

Every change fans out into scenario runs that surface regressions and hold the release gate until expectations match.

Simulation run

release-check / main branch candidate

Change set

`checkout/permissions-fix`

8 hypotheses

Parallel scenario runs

Expected behavior checked side-by-side

Non-owner sees permission error

Expected explicit access message

blocked

Happy path billing update

User updates card and address

pass

Token refresh after SSO logout

Replay auth after forced sign-out

running

Currency conversion after retry

AUD invoice rolls up to USD correctly

pass

The Workflow

Shared context compresses triage, diagnosis, and validation.

When the same model carries the issue from intake through QA, the team spends less time re-explaining the problem and more time actually resolving it.

Without a shared model

Triage

RCA

Fix

Validate

Release

With PlayerZero

Recovered time

One issue thread survives handoffs across support and engineering.

RCA and fix work start with context already attached.

Validation happens against the same understanding of the system.

The Learning Loop

Each resolved workflow makes the next one smarter.

The value compounds because the model keeps the decisions, validation, and patterns that would normally disappear into separate systems.

An issue arrives

A ticket, alert, or release question starts the workflow.

Context is assembled once

Signals, code, deploys, and owners are pulled into the same thread.

Agents and teams coordinate

Support, engineering, and QA move together instead of handing work off blind.

The model keeps the lesson

Resolved patterns, decisions, and validation history stay attached to the next workflow.

Resolved incidents, approved fixes, and simulation outcomes stay available to the next workflow instead of restarting from zero.

Support handoffEngineering RCAQA validation

PlayerZero is building AI to understand, maintain, and operate complex production software.

Recent highlights

Introducing Sim-1

Our smartest models capable of simulating how code runs

A new category of models built to understand and predict how large codebases behave in complex, real-world scenarios

Research

Deja Vu: A benchmark on the ability to predict customer issues before they happen

Evaluating how well AI models can anticipate customer-facing issues before they surface in production.

Research

Debugging in Partially Unobservable Systems

How AI can diagnose issues in complex systems where full observability is impossible.

Research

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