Catalyst
Move Enterprise AI from Pilots to Production
Turn AI experiments into scalable, production-ready impact. Catalyst is Crayon Data’s structured execution engine that moves enterprises from pilots to production and into governed, enterprise-wide AI adoption.
The Enterprise AI Reality: The Last-Mile Problem
Across industries, we see the same patterns:
Teams run isolated pilots and demos
PoCs succeed technically but fail operationally
Use cases never move beyond experimentation
Governance and compliance come too late
Adoption remains low after deployment
Enterprises don’t fail at AI because of technology. They fail because they lack a system to scale it.
What Crayon Data Learned from Running AI in Production
After delivering AI programs for over a decade, one truth became clear: Platforms alone do not create outcomes.
The biggest blockers were rarely models or infrastructure. They were execution, operating models, and change. This is why we built Catalyst.
What Is Catalyst?
Catalyst is Crayon Data's AI adoption and execution engine designed to
Turn experimentation into operational AI
Move enterprises from pilots to production
Create repeatable AI success patterns
Ensure Tangram isn't just demoed - but deployed and adopted
Because AI success isn't a one-time build. It's a continuous system of experimentation, validation, and scale.
The Catalyst Model
Labs → Foundry → Factory
Catalyst runs as a continuous execution loop — building maturity without overwhelming the organization.
Labs
Discovery & Experiment with direction
13+ client engagements and growing
Labs help enterprises go beyond isolated tools and understand what "AI inside" really means.
We focus on:
- Identifying high-impact business use cases
- Rapid experimentation and early internal agents
- Unifying data, documents, and knowledge
- Fast prototyping to test assumptions
Outcome:
A prioritized AI roadmap and validated early pilots.
Foundry
Build & Validate Real AI Solutions
7+ enterprise programs and growing
Foundry moves validated ideas into live operational systems.
We focus on:
- Building AI agents on Tangram's modular platform
- Integrating enterprise data and workflows
- Using internal teams as early adopters
- Validating usability and business impact
Outcome:
Production-ready AI agents and workflows proven in real environments.
Factory
Scale AI Across the Enterprise
23+ enterprise rollouts and growing
Factory transforms what works into enterprise-wide AI capabilities.
We focus on:
- Scaling agents across teams and geographies
- Governance, compliance, and repeatability
- Standardized design patterns and data frameworks
- Deep integration into enterprise systems
Outcome:
AI becomes business-as-usual — governed, scalable, and measurable.
Built for Every Stage of Your AI Journey
Infrastructure-agnostic
Works across any enterprise environment
Supports every stage
From early experimentation to full-scale transformation
Delivered by blended teams
Combining on-site and remote expertise
Start from your current state
Or from a clearly defined AI end state
Every journey is personalized
To your business goals and operating model
Proven in the Real World
Catalyst is built on real enterprise execution—not theory.
13+
Labs engagements driving AI discovery
7+
Foundry programs delivering working AI systems
23+
Factory rollouts scaling AI enterprise-wide
Growing
Pipeline across all stages of AI maturity
Catalyst helps enterprises discover the right AI opportunities, validate them in real workflows, deploy production-ready AI agents, scale safely with built-in governance, and drive sustained ROI and adoption.
Not by adding more tools—but by installing a system for AI execution.