Defining the Agentic Engineering Org Category

The AgenticEngineering Orgfor Enterprise Decision Makers

Turn business KPIs into technical execution with an AI-driven engineering org that plans, builds, operates, and measures ROI across the entire lifecycle.

Production-Ready
Enterprise-Grade Security
Measurable ROI

Trusted by Leading Organizations

A&E Networks
A&E Networks
Atlassian
Atlassian
Microsoft
Microsoft
Clearly
Clearly
Ford
Ford
Morse
Morse
Project 44
Project 44
Verana Health
Verana Health
audi
audi
Symphoniya
Symphoniya
Volkswagen
Volkswagen
A&E Networks
A&E Networks
Atlassian
Atlassian
Microsoft
Microsoft
Clearly
Clearly
Ford
Ford
Morse
Morse
Project 44
Project 44
Verana Health
Verana Health
audi
audi
Symphoniya
Symphoniya
Volkswagen
Volkswagen
Volkswagen
Volkswagen
Symphoniya
Symphoniya
audi
audi
Verana Health
Verana Health
Project 44
Project 44
Morse
Morse
Ford
Ford
Clearly
Clearly
Microsoft
Microsoft
Atlassian
Atlassian
A&E Networks
A&E Networks
Volkswagen
Volkswagen
Symphoniya
Symphoniya
audi
audi
Verana Health
Verana Health
Project 44
Project 44
Morse
Morse
Ford
Ford
Clearly
Clearly
Microsoft
Microsoft
Atlassian
Atlassian
A&E Networks
A&E Networks

AI adoption stalls where engineering velocity ends.

Most enterprises can prototype AI. Few can operationalize it.

The result: endless pilots, undefined KPIs, and no measurable ROI.

Kubiya closes this "velocity gap" by giving every decision maker an always-on engineering organization — built for production, security, and scale.

The Effort vs Reality Curve

Why POC Success ≠ Production Reality

Project Timeline (Weeks)Cumulative Effort Required0%90%6w16w+12345

16+ Week Enterprise AI Cycle

From POC to production-ready AI systems

*Research from McKinsey, Bain & Company, and NextGov
1

PILOT/POV

(2-6 WEEKS)

Initial prototype & proof of concept

2

SECURE INTEGRATIONS & ENV HARDENING

(4-8 WEEKS)

Security protocols & environment setup

3

POLICY & GOVERNANCE LAYER

(4-6 WEEKS)

Compliance & regulatory framework

4

OBSERVABILITY & RUNBOOKS

(3-6 WEEKS)

Monitoring & operational procedures

5

ROLLBACK, SLA, SCALING

(3-5 WEEKS)

Production readiness & reliability

Total Timeline: 16-31 weeks from POC to production-ready AI system

Most organizations underestimate the complexity leap from "it works in demo" to "it works in production"

An Agentic Engineering Org —On Demand.

Kubiya provides an autonomous, policy-driven system that executes full engineering initiatives — from business intent to deployed outcomes.

Every project includes:

AI Product Management

Translates KPIs into executable PRDs.

Specialized Agents

Platform, SecOps, FinOps, SRE.

Governance Layer

Zero-trust, auditable, deterministic execution, proactive alerting and notifications.

Enterprise Architecture

Distributed control plane with microVM isolation for secure, pollution-proof execution and durable orchestration supporting long-running tasks.

Lifecycle Tracking

Metrics, reporting, and ROI measurement.

Outcome:

A complete engineering org that runs 24/7 — without expanding headcount.

From intent to impact —one continuous lifecycle.

1

Define the objective

e.g. reduce cloud spend by 30%.

2

Kubiya translates it

Into a scoped PRD.

3

Agents execute securely

Within enterprise infrastructure.

4

Governance layer enforces

Policy-as-code and compliance.

5

Results are measured

In engineering hours gained, cost reduction, and against KPIs in real time.

Note: Built on deterministic, context-aware orchestration — not stochastic prompts.

System Online

Kubiya is not a workflow platform.

It's an operating system for AI execution.

Context-aware

[ACTIVE]

Grounded in your infrastructure, code, and data.

Deterministic

[READY]

Reproducible, verifiable execution — not probabilistic text output.

Secure by design

[READY]

Zero-trust enforcement, isolated sandboxing, full auditability.

Lifecycle-complete

[READY]

Includes planning, deployment, maintenance, and day-2 operations.

Enterprise-ready architecture

[READY]

Distributed control plane with microVM isolation for secure, pollution-proof execution and durable orchestration supporting long-running tasks.

Outcome:

Predictable AI ROI with enterprise reliability.

Live Context Graph

Real-time context on all your resources, delivered to any MCP client. Learns correlations across complex environments to power intelligent decisions.

Loading 3D Context Graph...

Live
Context Graph

Real-Time Sync

Live data from AWS, K8s, GitHub, Jira, Slack. Context updates as your systems change.

No Context Limits

Query unlimited infrastructure knowledge without token constraints. Your full system in context.

Dependency Aware

Understands dependencies. PR ↔ Deployment ↔ Infrastructure. Agents get the full picture.

Enterprise-Grade Architecture.Production-Ready Infrastructure.

Layered architecture with distributed task workers, unified API, and policy-driven governance

Governance & Policy Layer

Open Policy Agent (OPA) • RBAC • Compliance Enforcement

Unified API Layer

REST • GraphQL • Webhooks • Event Streaming

Context Graph & Intelligence Layer

Vector DB • Real-time Sync • Semantic Understanding

Orchestration & Control Plane

Durable Execution • State Management • Workflow Engine

Distributed Task Workers

Multi-Environment • MicroVM Isolation • Auto-Scaling

Production
Worker Pool
Staging
Worker Pool
Dev
Worker Pool
On-Prem
Worker Pool
Task Flow
Data Sync
Active Workers

Horizontally Scalable

Add workers across any environment as demand grows

Policy-Driven

Every action governed by OPA policies before execution

Context-Aware

Real-time understanding of your infrastructure state

Infinite Integrations. Seamlessly Connected.

Kubiya connects to virtually any system, API, or data source without requiring changes to your existing stack. Our agentic AI platform effortlessly orchestrates complex workflows across your entire infrastructure.

AWS
GCP
Azure
Kubernetes
GitHub
GitLab
Jenkins
Slack
Terraform
Nginx
Jira
Confluence
Prometheus
Grafana
Elastic
MongoDB
Redis
Kafka
Datadog
Splunk
PagerDuty
Ansible
AWS
GCP
Azure
Kubernetes
GitHub
GitLab
Jenkins
Slack
Terraform
Nginx
Jira
Confluence
Prometheus
Grafana
Elastic
MongoDB
Redis
Kafka
Datadog
Splunk
PagerDuty
Ansible

And hundreds more... Connect to anything with an API or in Docker Hub. Our platform is designed for ultimate flexibility.

Enterprise-Ready Integrations

  • Modern Protocol Support

    MCP and A2A Protocol for connecting your tools and agent cards to the agent mesh

  • Enterprise Authentication

    AWS IAM (200+ accounts), OAuth2, SAML, OIDC, JWT and more

  • Continuous Synchronization

    Asynchronous sync with your resources to a vector DB (context graph)

Zero Changes Required

Kubiya is designed to work with your current stack, not replace it. Deploy with confidence without changing your existing infrastructure.

  • Kubernetes Ready

    Deploy Kubiya directly to your Kubernetes clusters

  • Parallel Operations

    Run alongside your existing automation systems

Our revolutionary approach connects to your stack with zero changes to your infrastructure

Operational results,not experiments.

Kubiya has delivered:

0M+

Automated tasks per month

$0M+

In engineering productivity gains

0+

FTE equivalent capacity

0%

Average ROI annualized returns

These aren't projections. They're operational results from production deployments across enterprise infrastructure.

HashiCorp logo
By pairing tools like Kubiya, it starts solving the Paradox of Time to Automation where the unit of work of creating and automating processes goes down from ten down to one, allowing organizations to reimagine their strategy around automation.
Armon Dadgar

Armon Dadgar

Co-Founder, CTO, HashiCorp

Frequently Asked Questions

Get quick answers to common questions about Kubiya

No. Kubiya works with any agent framework or custom code. Simply connect your existing agents and add deterministic execution, context awareness, and enterprise controls without changing a single line of code.
Kubiya is the only platform that guarantees deterministic execution with full context awareness. While others focus on building agents, we focus on making any agent production-ready with zero vendor lock-in and zero trust security.
Absolutely. Kubiya is designed with zero lock-in. Use your own containers, registries, cloud providers, and tools. Run on our serverless infrastructure or deploy on your own. You maintain complete control.
Kubiya maintains a real-time context graph of your entire infrastructure - from code repositories to cloud resources to API states. Your agents can make informed decisions based on actual system state, not just prompts.

Operationalize AI ROI.

Deploy outcomes, not experiments.