AI that works in production,
not just in demos
We architect complete AI systems — LLMs, RAG pipelines, agents, computer vision, and more — with evaluation harnesses, guardrails, cost controls, and monitoring built in from sprint one.
Our Services
AI capabilities
Full stack, process, tech choices, compliance, and FAQs for every AI discipline we deliver.
LLM Integration
Embed large language models into your product with the right balance of cost, latency, and quality.
- Model routing & fallback strategies
- Token cost optimization
- Streaming response handling
Chatbots
Conversational interfaces that resolve real requests, not just FAQ lookups.
- Multi-turn conversation design
- Escalation to human agents
- Channel-agnostic deployment
RAG Systems
Ground model responses in your proprietary data with retrieval-augmented generation.
- Document chunking & embedding pipelines
- Hybrid search (semantic + keyword)
- Source citation & traceability
Computer Vision
Visual inspection, detection, and classification systems for physical and digital workflows.
- Object detection & defect classification
- OCR & document understanding
- Real-time video analysis
AI Automation
Automate multi-step operational workflows with AI making the routing decisions.
- Document processing pipelines
- Approval & exception routing
- End-to-end task orchestration
Recommendation Engines
Personalization systems that increase engagement without feeling intrusive.
- Collaborative & content-based filtering
- Real-time personalization
- A/B-tested ranking models
Our Process
How we deliver AI
A 6-step process that takes you from raw data and a business objective to a monitored, production AI system.
Discovery & Data Audit
We assess your data assets, business objectives, and technical constraints before writing a line of code.
Architecture Design
We design the right system — choosing models, infrastructure, and evaluation strategy for your use case.
Build & Fine-Tune
We build pipelines, fine-tune models where needed, and run rigorous offline evaluations.
Integrate & Test
We wire the AI system into your existing product, APIs, and data flows with thorough integration testing.
Production Deployment
We deploy with monitoring, guardrails, alerting, and cost controls from day one.
Continuous Improvement
We track drift, update models, and improve accuracy as your data and usage evolve.
Technology
Our AI technology stack
Model-agnostic and cloud-agnostic — we pick the right tool for your use case and scale.
Foundation Models
Vector & Search
ML Frameworks
Cloud AI
Why Us
AI built to last in production
Most AI demos don't survive contact with real users. We build systems that do.
Production-First
Guardrails, content filters, rate limits, and audit logging are standard — not optional add-ons.
Cost-Optimized
Model routing, prompt compression, and response caching keep inference costs predictable at scale.
Fast to Deploy
Pre-built evaluation harnesses and deployment patterns mean we ship production AI in weeks, not quarters.
Continuously Monitored
Real-time dashboards track accuracy, latency, cost, and hallucination rates so you always know what's happening.
Let's Build Together
Ready to add AI to your product?
Let's scope the right capability and timeline together — no commitment required.