FROM VIBE CODING TO VIBE COMPANYING

Build the company,
not just the app.

BOSS is the open operating system for AI-native companies. Give it a goal, and BOSS coordinates specialized AI workers to plan, build, test, launch, and operate the business — while you stay in control as CEO.

Open-source engine. Managed control plane. Bring your own models — or use the easy button.
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02 // THE CATEGORY

Vibe a company
into existence.

Vibe coding built the product. Vibe companying builds the business — describe the company you want, and a coordinated AI workforce helps plan, build, launch, operate, and improve it.

03 // WHAT BOSS DOES

Give BOSS an outcome.
It builds the organization around the work.

You set the direction. Your AI workforce performs the specialized work. BOSS runs the operating system between them.

01
Define
Product and strategy workers turn the goal into requirements, milestones, priorities, and measurable outcomes.
02
Staff
BOSS assigns the work to specialized AI roles with clear scopes, permissions, tools, and responsibilities.
03
Execute
Workers build software, create artifacts, run analyses, prepare launches, and complete operational work.
04
Verify
Tests, runtime checks, reviews, approvals, evidence, and receipts determine whether work is actually complete.
05
Operate
Mission Control shows what changed, what is blocked, what needs a decision, and where to focus next.
04 // MISSION CONTROL

Be the CEO.
See the whole company.

One view across goals, workers, decisions, budgets, and results — what changed, what's blocked, and what needs your judgment.

EXECUTIVE OVERVIEW
SaaS launch1 decision due6 / 7 steps complete
> Launch a SaaS product that helps local service businesses collect and manage customer leads.
AI WORKFORCE · FORMING THE TEAM
PM Product Manager defines scope DONE
PD Designer builds the user journey DONE
AR Chief Architect validates the plan DONE
SF Software Factory builds the app RUNNING
QA QA verifies critical workflows RUNNING
RM Release Manager preps staging BLOCKED
CO COO tracks dependencies & risk ACTIVE
DECISION INBOX
APPROVAL REQUIRED due 2h
Approve pricing and public launch
MVP built. 24/24 tests passed. Staging deployment ready. No production data touched.
Approve Changes Reject
EVIDENCE
✓MVP build completed3m
✓24/24 tests passed5m
✓Browser flow verified5m
Executive overviewTask boardDecision inboxWorkforceReceipts & evidenceModel routingCommand palette
05 // THE AI WORKFORCE

A company of specialists,
not one generic assistant

Each worker behaves like a bounded organizational role — with a mission, tools, permissions, cadence, and expected outputs. Install the roles you need; define new ones.

MT Metatron
INTERFACE & WATCHDOG
Knows what changed, what is blocked, and what needs your attention. Your interface to the company.
CO COO
KEEPS THINGS MOVING
Maintains priorities, ownership, cadence, dependencies, risks, and accountability.
PM Product Manager
DIRECTION TO PRODUCT
Develops PRDs, user stories, milestones, acceptance criteria, and cross-functional plans.
PD Product Designer
THE EXPERIENCE
Builds workflows, screen specifications, interaction states, and design iterations.
AR Chief Architect
TECHNICAL QUALITY
Reviews architecture, efficiency, stability, scalability, interfaces, and failure modes.
SE Software Engineering
BUILDS THE PRODUCT
Executes scoped frontend, backend, platform, data, and infrastructure tasks.
QA QA & Release
PROVES IT WORKS
Runs tests, validates behavior, prepares release evidence, and protects deployment quality.
GT GTM Workers
READY FOR MARKET
Develop positioning, launch assets, campaigns, sales enablement, and growth experiments.
OP Finance, Legal & Ops
EXPANDS THE COMPANY
Install additional roles and skill packs as your company becomes more sophisticated.
06 // AUTONOMOUS SOFTWARE FACTORY

From product intent
to review-ready software

A task is not done because a model says it's done. It's done when the evidence says it's done.

01
Specification
Outcome interpreted into a reviewable spec
spec approved
02
Architecture review
Risk, boundaries, and approach signed off
review recorded
03
Code generation
Tasks decomposed and implemented
build successful
04
Test & browser validation
Unit, integration, and UI behavior checks
24/24 passed
05
Security review
Dependency and policy checks
no findings
06
Deployment approval
Human-approved release with receipt
receipt recorded
✓Specification approved ✓Build successful ✓Tests passed ✓Browser flow verified ✓Security checks complete ✓Deployment receipt recorded
07 // MODEL STRATEGY

Use your models,
your keys, or the easy button

BOSS chooses the right model, tool, and execution environment for each role and task — under the policies and budgets you define.

Run local & open models
Use your own hardware or self-hosted inference for privacy, control, and predictable cost.
Bring your own API keys
Connect provider accounts and enterprise agreements your organization already uses.
Connect private endpoints
Route sensitive work through private, internal, or sovereign model infrastructure.
Use BOSS-managed models
The least-resistance path — BOSS manages selection, routing, fallbacks, and cost controls.
08 // USE CASES

Start where the
work is hardest

Start with one function. Grow into the company.

VIBE COMPANYING
Build a company from an idea
Turn a product concept into a coordinated plan, MVP, launch motion, and operating cadence.
BEST FOR · FOUNDERS & SOLO OPERATORS
“Build the product, prepare the launch, and tell me which decisions still need me.”
INTERNAL TOOL FACTORY
Build internal tools
Clear the backlog of dashboards, admin apps, approval workflows, and team utilities.
BEST FOR · PLATFORM & OPS TEAMS
“Build a support-triage dashboard and deploy it to our staging environment.”
PRODUCT FEATURE FACTORY
Build & ship software
Transform PRDs into bounded work, code changes, tests, evidence, and review-ready artifacts.
BEST FOR · PRODUCT & ENGINEERING
“Implement team invitations from the approved PRD and prepare the pull request.”
QA & RELEASE CONTROL
Make AI work safe to ship
Coordinate test generation, regression checks, browser validation, release packets, and rollback plans.
BEST FOR · QA, RELEASE & DEVEX
“Validate the release candidate and prepare a go/no-go recommendation.”
AI COO / EXECUTION OS
Operate the organization
Reduce decision debt, blocker age, and follow-up chaos across ownership, risks, and commitments.
BEST FOR · FOUNDERS & PROGRAM LEADERS
“Tell me what changed this week and what is threatening the launch.”
ENTERPRISE CONTROL PLANE
Govern enterprise AI work
Control models, tools, budgets, permissions, approvals, and audit evidence across AI workers.
BEST FOR · ENTERPRISE PLATFORM & AI
“Allow private models for repo work; require approval before any public-model escalation.”
09 // OPEN SOURCE

Start open. Scale managed.

The foundation of an AI-native company should be inspectable, extensible, and useful on its own. The open-source engine is a real product — not a crippled trial.

BOSS Community
SELF-HOSTED ENGINE
BOSS Cloud
MANAGED CONTROL PLANE
Self-hosted company engine
Managed company control plane
Local and open models
Automatic managed model routing
Bring your own API keys
Your keys or BOSS-managed models
Core roles and role creation
Managed role packs & workforce ops
Basic Mission Control
Full Mission Control & analytics
Local task execution
Managed workers & elastic infra
Community connectors
Managed and premium connectors
You maintain the system
BOSS operates it for you
10 // BOSS CLOUD

The easy button for running AI work

BOSS Cloud removes the infrastructure and coordination work required to operate the engine in production. Bring your own models — or let BOSS manage the entire path from outcome to execution.

Join the BOSS Cloud beta →
✓Hosted Mission Control
✓Durable task & decision state
✓Managed workers & elastic infra
✓Team collaboration
✓Model & skill routing
✓Connectors & integrations
✓Approvals & policy management
✓Evidence retention & support
11 // WHY BOSS IS DIFFERENT

AI execution you can trust

01
Durable work
Tasks, decisions, plans, and results survive chat resets and model changes.
02
Bounded workers
Each worker has a defined mission, scope, permissions, budget, and escalation path.
03
Evidence-backed
Tests, logs, browser traces, artifacts, and receipts determine whether work is complete.
04
Human control
Sensitive actions remain reviewable, approvable, and reversible.
05
Model independence
Use local models, public providers, private endpoints, or managed routing.
06
No silent drops
Important requests require acknowledgment or automatically escalate.
12 // ENTERPRISE

Govern AI work like real operations

A controlled path from AI experimentation to production execution — with visibility, security, ownership, and approval preserved throughout.

Apply for an enterprise design partnership →
Private & local model endpoints
Bring-your-own provider accounts
Model & tool allowlists
Workspace & project controls
Budgets & execution limits
Policy-based escalation
Role & skill permissions
Human approval gates
Receipts & evidence trails
Hybrid local & cloud workers
13 // EARLY ACCESS

Be the CEO of an
AI-native company

For founders, operators, builders, and teams who want AI to take accountable ownership of real work.

Run a virtual AI teamBuild an appInternal toolsFeature deliveryCompany operations
Local / self-hostedMy own API keysPrivate endpointsManaged by BOSSNot sure
14 // FAQ

Questions, answered

What is vibe companying?+

The ability to create and operate a company through natural-language direction and a coordinated workforce of specialized AI roles — not just generate the product itself.

Is BOSS trying to replace an entire company?+

No. BOSS automates and coordinates bounded company functions. The human operator remains the CEO, defines the goals, controls sensitive decisions, and sets how much autonomy each role receives.

Is BOSS only for founders?+

No. The same operating system can help established teams build internal tools, deliver product features, run QA and release, coordinate operations, or govern enterprise AI work.

Is software development the main product?+

Software Factory is a major BOSS department, but not the whole product. BOSS also coordinates product management, design, operations, decision-making, GTM, support, and future company functions.

What is open source?+

The planned community edition includes a self-hostable company engine, core work objects, role and skill formats, local-model support, basic Mission Control, and starter workflows.

Can I use local models or my own API keys?+

Yes. Run local and open models, connect your own provider accounts or private endpoints, or use BOSS-managed routing for the simplest experience.

Does BOSS act autonomously?+

BOSS can automate bounded work, but autonomy is governed by role scopes, policies, budgets, and approval rules. Sensitive actions remain under human control.

How does BOSS know work is complete?+

Completion is backed by evidence — tests, build results, runtime checks, browser traces, artifacts, approvals, and receipts — not just a model’s claim.