Workflow discovery
Map the business process, system-of-record constraints, and economic case for automation before we write production code.
AI consulting and implementation
AI systems for operational work.
We design and build AI tools for legal, manufacturing, construction, and professional-services teams: agents, MCP servers, document workflows, planning systems, and human-review pipelines that connect to the software already in use.
50%
Paralegal time reduction on document-heavy litigation workflows
5%
Manufacturing changeover-time reduction through sequence-aware planning
Daily
Operational digests moved from weekly reporting to day-by-day visibility
What we deliver
From workflow review to production software.
We help operators choose the right workflow, prove the economics, and ship the AI system. From first audit to live deployment, we own the engineering.
Production AI tools
Build AI agents, MCP servers, multimodal pipelines, and human-in-the-loop review flows that connect to the tools teams already use.
Operator adoption
Ship with reporting, monitoring, and handoff paths so the system becomes part of daily operations after launch.
Representative results
AI implementation work tied to operating results.
Top 100 national law firm
Built an MCP server architecture across case management, accounting, email, and Teams. The system produces case-level financial health, follow-up, and court-date reports.
1 FTE
Redeployed a full-time data analyst from recurring reporting.
Litigation firm
Built a document pipeline for appeal packets and client fact sheets inside the litigation process, with attorneys and staff reviewing outputs before submission.
50%
Reduced paralegal time needed per case by 50%.
Manufacturing company
Created a planning tool that accounts for plant constraints, line specifics, and product-sequence effects that affect changeover time.
5%
Reduced changeover time by 5%.
General Contractor
Built a video AI tool that streams from a worker phone and turns jobsite video into a daily list of completed tasks for progress reporting.
Daily
Removed a 30-minute daily reporting step and moved visibility from weekly to daily.
Professional Services Firm
Built cost tracking for individual agentic workflows by client, project, and execution path so teams can see the operating expense behind each automated service.
60%
Automatically assigned 60% of AI cost to client and project codes.
How we work
Start with the work, not the model.
01
Find the expensive workflow
DiligenceBusiness case
Start with a process that already has a measurable labor, speed, or quality cost.
Discovery02
Prototype against real constraints
RAGReview loops
Use actual documents, permissions, system APIs, and review steps early.
Validation03
Ship inside the operating rhythm
MCPLLM ops
Deliver into email, Teams, line planning, case workflows, or the field tools already in use.
Implementation04
Measure the before and after
MonitoringAdoption
Track adoption and business impact so the system improves after launch.
OptimizationReady to evaluate a workflow?