What we build

Systems that fit the work you already do.

Real inputs in, reviewed output out, and the decision stays with your people.

Document processing

Recurring PDFs, forms and spreadsheets become structured records, each field linked to its source.

Starts with
Documents and validation rules
Produces
Structured data with source evidence
Control boundary
Sensitive or conflicting fields require review

Internal knowledge

Answers from your own policies and records, with the source cited and the permission rules intact.

Starts with
Policies, guides, records, and permissions
Produces
Cited answers grounded in approved sources
Control boundary
Access follows the permissions already in place

Voice agents

Phone workflows with a clear script, such as intake and scheduling, with a clean handoff when a call gets complicated.

Starts with
A defined call type and approved systems
Produces
Resolved requests or a clean human handoff
Control boundary
Identity checks and escalation precede sensitive actions

Workflow automation

Gathers the context, prepares the next action, and routes it through the tools your team already uses.

Starts with
Events, records, business rules, and ownership
Produces
Prepared work in the existing operating flow
Control boundary
Deterministic rules govern permissions and approvals

Evaluations and reliability

Define what a good result is, test it on realistic cases, and keep testing as data, prompts and models change.

Starts with
Reviewed examples and business consequences
Produces
Release gates, traces, and regression tests
Control boundary
Failures are visible before they become business actions

Systems integration

Wire the model into the records, screens and controls it needs to be useful in a real operation.

Starts with
APIs, databases, file stores, and identity systems
Produces
An inspectable production workflow
Control boundary
Core platforms remain authoritative

Choose a workflow, not an AI feature.

Tell me where the work repeats and what has to stay under human control.

Discuss a workflow