⭐ Gartner Names Kubiya a Cool Vendor | 🏆 Proud 2025 Intellyx Digital Innovator

Deterministic AI with Context

Your AI Can't Be Trusted
in Production
Until Now.

Kubiya Composer delivers deterministic AI execution with full context awareness. The only way to safely run agents that interact with your customers.

🚀 Product Hunt Launch

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June 23, 2025 • 12:00 AM PST

Video Explanation

Why AI Can't Be Trusted
Without Determinism

Watch this comprehensive explanation of why traditional AI agents fail in production and how deterministic execution changes everything.

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The Problem

Traditional AI agents make different decisions each time, hallucinate data, and can't be trusted with customer-facing operations.

The Solution

Deterministic execution ensures the same input always produces the same output, making AI predictable and trustworthy.

The Result

Production-ready AI that enterprises can trust with their most critical operations and customer interactions.

Why Context + Determinism Makes AI Production-Ready

Without these, you're gambling with your customers' experience

100%
Deterministic Execution
Same input = Same output
360°
Context Awareness
Full environment understanding
0
Hallucinations
In production systems
24/7
Customer-Facing
Safe for production

Without Context & Determinism

  • • AI makes different decisions each time
  • • No understanding of your infrastructure
  • • Can't trust with customer interactions
  • • Requires constant human supervision

With Kubiya Composer

  • • Predictable, repeatable outcomes
  • • Full awareness of your environment
  • • Safe for customer-facing operations
  • • Autonomous execution you can trust

How We Guarantee Deterministic Execution

Every agent deployment is validated for predictable, safe behavior

Trust Through Testing

Context Validation

Ensure your agent understands your entire environment before deployment.

Determinism Testing

Verify identical outputs for identical inputs across thousands of scenarios.

Customer Safety Checks

Validate all customer-facing interactions meet your quality standards.

Production Monitoring

Real-time verification that agents maintain deterministic behavior.

Agent CI/CD Pipeline

Commit
Build Agent
Test Suite
Security Scan
Deploy
Pipeline Output:
Click "Run Pipeline" to start deterministic execution

Validating Determinism Before Production

Every agent is tested to ensure predictable behavior with full context

Agent Testing Framework

Context Understanding
Security Compliance
Determinism Check
API Integration

Production-Ready Validation

Determinism Validation

Run 1000+ scenarios to verify identical outputs for identical inputs.

Context Coverage

Ensure agents understand your entire infrastructure before deployment.

Multi-Agent Coordination

Test agent collaboration to ensure synchronized execution.

Production Safety

Validate all critical paths match your operational standards.

Every Agent Has a Plan Deterministic Workflows, Your Infrastructure

From prompt to production - executed with YOUR containers, YOUR registries, NO LIMITATIONS

Deterministic Workflow Generation

Every agent has a plan - executed with YOUR containers on YOUR infrastructure

Example Prompt:

"Deploy my Node.js app with zero downtime, run all tests, scan for vulnerabilities, and set up monitoring"

Click "Generate Workflow" to see the plan

Try different examples above!

Your Containers

Uses YOUR registries, YOUR images, YOUR tools

No Limitations

Run ANY code, ANY language, ANY framework

Secure Execution

Runs on YOUR infrastructure with YOUR security

Run Anything. Build Everything.

Your Own Registries

Use private registries, custom images, proprietary tools - it's YOUR infrastructure.

Build Code On-Demand

Agents can write, compile, and deploy code in ANY language, using YOUR build tools.

Visual Workflow DAGs

Every execution has a plan - see exactly what will happen before it runs.

Zero Limitations

If it runs in a container, Kubiya can orchestrate it. No exceptions.

Real Examples Running in Production:

Build & deploy React apps with your Webpack config
Run Go microservices with custom middleware
Execute Python ML pipelines with GPU acceleration
Deploy Java apps with your Maven dependencies
Run Rust services with zero-copy networking

If you can containerize it, we can orchestrate it - deterministically.

Enterprise-Grade Deterministic Security

Every action validated, every execution predictable, every decision auditable

SOC2

End-to-End Encryption

All data encrypted at rest and in transit. Your secrets never leave your infrastructure.

Zero Trust

Policy as Code

Define security policies that are enforced on every action. No exceptions.

FIPS 140-2

mTLS & OAuth2

Industry-standard authentication for all API calls and agent communications.

Compliance

Complete Audit Trail

Every decision, every action, every API call - fully logged and traceable.

API-First Architecture Built for Developers, by Developers

RESTful APIs, SDKs in every language, and webhook integrations

Everything is an API Call

RESTful & GraphQL APIs

Full API coverage for every Composer feature. Build your own integrations.

Native SDKs

Python, Go, JavaScript/TypeScript, Java, and more. Type-safe and async-ready.

Real-time Event Streaming

WebSocket and SSE support for live execution monitoring.

OpenAPI 3.0 Spec

Complete specification with automatic client generation.

from kubiya import ComposerClient

client = ComposerClient(api_key="YOUR_API_KEY")

# Execute with full context and deterministic mode
result = client.agents.execute(
    prompt="Deploy my-app to production with zero downtime",
    context={
        "cluster": "prod-k8s-cluster",
        "namespace": "production",
        "security_scan": True
    },
    execution_mode="deterministic"
)

# Monitor execution in real-time
for event in result.stream_events():
    print(f"{event.stage}: {event.message}")
    
print(f"Deployment completed: {result.status}")

Deterministic AI in Action Engineering Teams Trust Production

Multi-agent workflows that execute the same way, every time

Multi-Agent Incident Response

Kubernetes Native Multi-Cluster, Multi-Cloud, Multi-Region

Deploy anywhere, manage everywhere, secure by default

K8s Operator

Deploy Kubiya as a native Kubernetes operator. Manages CRDs, handles lifecycle, integrates with your existing tooling.

kubectl apply -f kubiya-operator.yaml

Multi-Cluster Federation

Manage hundreds of clusters from a single control plane. Cross-cluster networking, unified policies, global observability.

EKSGKEAKSOpenShift

Local & Edge Execution

Run agents locally on developer machines or at the edge. Same security model, same deterministic execution.

• Local development
• Air-gapped environments
• Edge computing

True Full-Stack AI From UI to Database, We've Got You Covered

One platform for your entire engineering stack

Frontend Development

Build, test, and deploy React, Vue, Angular apps. Manage CDN, optimize bundles, handle A/B tests.

Backend Services

Deploy APIs, manage microservices, handle database migrations, configure service mesh.

Security Operations

Scan vulnerabilities, enforce policies, manage secrets, configure firewalls, handle compliance.

Infrastructure Management

Provision resources, manage Kubernetes, configure networking, optimize costs across clouds.

Unified Control Plane

All your stack, one AI platform

Real-World Impact Measurable Results in Production

See how teams are transforming their operations with secure, deterministic AI

99.99%
Security compliance rate
10M+
API calls per day
500+
Clusters managed
24/7
Autonomous operations

Case Study: Fortune 500 Bank

Challenge: Manual security audits taking weeks, compliance violations

Solution: Kubiya Composer with zero-trust security automation

Result: Real-time security enforcement, 100% audit compliance

"The only AI we trust with our production systems" - CISO

100% security compliance achieved

Context Is Everything Your AI Needs to Know Your World

Without context, AI is just guessing. With context, it's deterministic.

Why Context Makes AI Safe

Customer Data Awareness

Knows customer history, preferences, and policies - makes decisions like your best support agent would.

Infrastructure Understanding

Sees your entire tech stack - prevents actions that would break production or impact customers.

Business Rules Integration

Follows your policies exactly - refund rules, SLAs, compliance requirements - no exceptions.

Full Context Awareness

Real-time organizational brain that every agent can access

What Technical Leaders Say Trusted by engineering teams who demand reliability

"Deterministic execution changed everything. We can finally trust AI agents with production deployments and customer-facing operations."

Sarah Chen

VP of Engineering

Atlassian

"The context awareness is incredible. Our agents understand our entire infrastructure and make decisions we can predict and trust."

Michael Rodriguez

Director of DevOps

Fortune 500 Bank

"Multi-agent workflows that actually work. Each agent knows its role, shares context, and executes deterministically. Game changer."

Jennifer Park

Head of Security Engineering

Healthcare Tech

Engineering teams that trust deterministic AI in production

Atlassian
Ford
Clearly
Morse
Project 44
Verana Health
A&E Networks

Without Context and Determinism,
AI Can't Touch Production.

Join engineering teams who deploy AI with confidence, knowing every decision is predictable and context-aware.

Trusted by DevOps, Security, and Engineering teams worldwide