Same engineering discipline. Your domain.
Agents, data platforms, and cloud foundations look different in a school district than in a manufacturer. Here is where we focus and what we typically build in each.
Enterprise & mid-market
Organizations with real systems of record, real compliance obligations, and a backlog of manual processes that AI can finally address.
- Finance and operations agents: invoice processing, reconciliation, vendor onboarding
- Employee support agents for HR and IT grounded in policy documents
- Data platform modernization to Snowflake or Databricks with a semantic layer
- Legacy application modernization with agentic delivery
State & local government
Michigan agencies, counties, and municipalities that need to serve residents better with the staff they have, under strict transparency and records requirements.
- Records request and permitting workflow agents with full audit trails
- Case management assistants that summarize and route
- System integration and API programs across departments
- Cloud migration and cost control for aging on-premises systems
Education
Intermediate school districts, K-12 systems, and universities modernizing the integrations and reporting that connect student, HR, and finance systems.
- API and integration platforms between SIS, HR, finance, and state reporting
- Staff-facing assistants for policy, benefits, and procedures
- Governed reporting and analytics for district leadership
- Secure cloud foundations sized for public budgets
Utilities
Water, power, and gas utilities managing GIS, asset data, work orders, and operational analytics across field and office.
- ArcGIS support and Utility Network migrations
- GIS-aware assistants that answer asset questions in plain language
- Spatial and operational data pipelines into a governed platform
- Integration of GIS with asset management, work order, and billing systems
Healthcare & life sciences
Providers and health-adjacent organizations with heavy documentation burdens and strict privacy obligations.
- Document intelligence for referrals, authorizations, and claims with PHI safeguards
- Private model hosting and redaction pipelines
- Data platforms for quality reporting and operations
- Governance packs that satisfy security and compliance reviews
Manufacturing & logistics
Operations-heavy businesses in Michigan and beyond, where quality, supply, and maintenance data are scattered across plants and systems.
- Maintenance and quality assistants grounded in manuals and history
- Supplier document and order processing agents
- Streaming data platforms for plant and fleet telemetry
- Forecasting and anomaly detection on operational data
Procurement-ready and easy to contract.
We respond to RFPs from Michigan school districts, municipalities, and utilities, and we understand the paperwork that comes with them: vendor registrations, insurance certificates, affidavits, and pricing schedules. We are a Michigan LLC with a physical office in Clarkston.
- Experience with API integration, GIS support, and data platform RFPs
- W-9, certificate of insurance, and references available on request
- Transparent, itemized pricing schedules
- Documentation written for auditors and IT security reviewers
Transparency by default
Every agent we build for a public body logs its inputs, sources, and actions so decisions can be explained to residents, auditors, and elected officials.
Staff in control
Approval gates keep people responsible for outcomes. The agent prepares; your staff decide.
Budgets that hold
Fixed-price phases and cost dashboards for cloud and model usage, so there are no surprises at year end.
Don't see your industry?
The engineering is the same. Tell us about your processes and data, and we'll tell you where agents and modern data platforms fit.