Applied AI consulting, grounded in real products.
We don't just advise on AI. We build AI systems. Our consulting is informed by shipping real products, not theoretical frameworks.
AI / LLM Systems Integration
We build production-ready AI systems, not demos. From context pipelines to retrieval systems, we design for real-world complexity and failure modes.
Into existing workflows and systems
Retrieval and context pipelines
Testing and quality assurance
Failure modes and safety
How we approach AI
Systems, Not Prompts
We build complete systems with context management, retrieval, and evaluation - not prompt hacks.
Production-Ready
Designed for real usage patterns, edge cases, and graceful degradation from day one.
Honest Assessment
We'll tell you when AI isn't the answer. Not everything needs machine learning.
Our Services
Beyond AI systems, we help with the broader technical challenges of building and scaling products.
Digital Transformation
Move from manual processes to AI-assisted workflows. We help you identify where automation makes sense and implement it incrementally.
Internal Tools & Automation
AI for ops, support, sales, and engineering. Replace glue work, not people.
- Custom admin panels
- Workflow automation
- Integration development
Technical Advisory
Buy vs Build vs Compose. Honest guidance on tradeoffs.
- Architecture review
- Technology selection
- When NOT to build
MVP & Product Acceleration
Get to market faster. We help you validate ideas quickly with focused MVP development, rapid prototyping, and technical validation.
How We Think About AI
Principles that guide our consulting work and differentiate us from typical AI vendors.
LLM Systems, Not Prompts
We think in systems - context pipelines, retrieval design, evaluation loops. Not clever prompt engineering that breaks in production.
Buy vs Build vs Compose
We'll tell you when SaaS is enough. Custom AI systems only make sense for specific use cases - we help you decide honestly.
AI in Real Workflows
We focus on where AI actually fits - ops, support, sales, engineering. Replacing glue work and augmenting humans, not replacing them.
How We Work
Flexible engagement models designed around your needs, not ours.
Short-term Advisory
Focused engagements for specific decisions. Architecture reviews, AI feasibility assessments, or strategic guidance on a defined scope.
Typical: 1-4 weeks
Build With Us
Embedded collaboration with your team. We work alongside your engineers to build and ship, transferring knowledge as we go.
Typical: 1-3 months
Product Acceleration
End-to-end product development. From concept to launch, we take ownership of building your product while keeping you in the loop.
Typical: 2-6 months
Let's discuss your project.
No sales pitch. Just a conversation about what you're building and how we might help. We're honest about fit.