Better Architecture. Better Models. Lower Cost.
Open-source LLMs, structured delegation pipelines, and defined workflows.
What we build
Simple, useful AI systems. Not a giant transformation plan. Start with one painful workflow and make it better.
Internal AI assistants
Help your team answer questions, draft documents, research, summarize, and make decisions using your actual business context.
Workflow automation
Connect AI to email, CRM, spreadsheets, calendars, databases, and APIs so repetitive work happens faster with fewer handoffs.
Customer-facing agents
Website, SMS, email, or chat agents that answer questions, qualify leads, route requests, and escalate when a human is needed.
How it works
Start small. Ship fast.
The goal is not to overwhelm your company with AI. The goal is to find one place where AI can save time, reduce errors, or create a better customer experience.
Tell us the workflow that wastes time or causes mistakes.
We build a focused working version with the tools you already use.
Your team tests it in real work, then we improve from there.
Architecture
Architecture.
Open-source models are only the starting point. The advantage comes from routing, delegation, defined workflows, integrations, and auditable output — built as one system.
Best-Fit Models
Choose the right tool for each job
Every task uses the model best suited to it — optimized for accuracy, speed, and cost. No single-vendor lock-in, no paying for capability you don’ need.
Model Router
Task-aware orchestration
Intelligent routing directs queries to the most capable model based on complexity, latency, and cost requirements.
Structured Delegation
Specialist agents by role
Complex tasks decomposed into subtasks handled by specialized sub-agents with focused capabilities.
Clear Process
Built around the work
The workflow is clear, practical, and easy for your team to review and improve as the work changes.
Tool Integrations
APIs, databases, docs, CRMs
Native connectors to the tools your team already uses — no rip-and-replace required.
Auditable Output
Logs, reviews, ownership
Every decision and output is logged, traceable, and reviewable — built for compliance and continuous improvement.
Best-Fit Models
Choose the right tool for each job
Every task uses the model best suited to it — optimized for accuracy, speed, and cost. No single-vendor lock-in, no paying for capability you don’ need.
Model Router
Task-aware orchestration
Intelligent routing directs queries to the most capable model based on complexity, latency, and cost requirements.
Structured Delegation
Specialist agents by role
Complex tasks decomposed into subtasks handled by specialized sub-agents with focused capabilities.
Clear Process
Built around the work
The workflow is clear, practical, and easy for your team to review and improve as the work changes.
Tool Integrations
APIs, databases, docs, CRMs
Native connectors to the tools your team already uses — no rip-and-replace required.
Auditable Output
Logs, reviews, ownership
Every decision and output is logged, traceable, and reviewable — built for compliance and continuous improvement.
Best-Fit Models
Choose the right tool for each job
Every task uses the model best suited to it — optimized for accuracy, speed, and cost. No single-vendor lock-in, no paying for capability you don’ need.
Model Router
Task-aware orchestration
Intelligent routing directs queries to the most capable model based on complexity, latency, and cost requirements.
Structured Delegation
Specialist agents by role
Complex tasks decomposed into subtasks handled by specialized sub-agents with focused capabilities.
Clear Process
Built around the work
The workflow is clear, practical, and easy for your team to review and improve as the work changes.
Tool Integrations
APIs, databases, docs, CRMs
Native connectors to the tools your team already uses — no rip-and-replace required.
Auditable Output
Logs, reviews, ownership
Every decision and output is logged, traceable, and reviewable — built for compliance and continuous improvement.