Solutions / AI + data + integration

Put your systems
to work together.

Build an internal research tool, automate document review or connect the applications your operation depends on. We scope the work around your systems and a result your team can test.

Start with the work

What needs to
move forward?

Interactive example

An invoice becomes a reviewed accounting record.

Compare extracted fields against a purchase order, resolve discrepancies, and prepare a controlled handoff.

Explore this service
  1. 01Read input
  2. 02Check evidence
  3. 03Review decision
  4. 04Prepare handoff

01 / Input and source evidence

Supplier invoice · INV-1042

Northline Supply
PO-2187
Equipment: $4,820.00
Payment terms: Net 30

Purchase order · PO-2187

Approved supplier: Northline Supply
Authorized total: $4,500.00
Payment terms: Net 30

02 / Validation and review

Inspect the source, then run the checks.

Follow how a sample becomes a reviewed output. Try both an exception and a matching scenario.

Ready to run

Each action records a step in the audit trail.

Decision trail

  1. Sample loaded. No external systems connected.

Prepared output

No output released. The sample must pass validation and reviewer approval.

Fictional data and scripted outcomes, provided to explain the design. This is not a live AI system or client result.

Engineering capabilities

The foundations behind
a useful workflow.

Each engagement brings together the capabilities your outcome requires.

01 / ENGINEERING

AI workflow automation and human approval

Connect agent steps with routing, bounded tool calls, retries, stop conditions and human approval. Scope a workflow that can be inspected and recovered when a step fails.

Explore orchestration
02 / ENGINEERING

AI agent development and application integration

Build tool adapters and application interfaces that expose approved actions with validated inputs, bounded permissions, clear errors and traceable outputs.

Explore tool integration
03 / ENGINEERING

Retrieval and context components

Connect approved documents and records through retrieval services that preserve source identity, respect access boundaries and provide traceable context for agent decisions.

Explore retrieval & context
04 / ENGINEERING

Document and data validation components

Build structured extraction, record matching and validation steps that expose missing fields and conflicts, preserve source references and route exceptions for review.

Explore document & data
05 / ENGINEERING

Decision and model routing components

Connect deterministic rules, predictive models and AI reasoning through explicit routing logic. Define uncertainty handling and review decisions using agreed cases.

Explore decision routing
06 / ENGINEERING

Evaluation and release components

Build evaluation harnesses, representative cases and release checks for grounding, tool behavior, review routing and end-to-end outcomes. Make the limitations visible.

Explore evaluation
07 / ENGINEERING

Component monitoring and scoped support

Scope logging, regression checks, controlled updates and support for deployed components. Availability, responsibilities and service windows are confirmed for each engagement.

Explore monitoring & support

Optional technical walkthrough

How the workflow connects.

Follow a sample architecture from approved sources to a reviewed result. Start the animation or select a stage to explore.

REFERENCE ARCHITECTURE / ILLUSTRATIVE
Across every stageIdentity & permissionsEvaluation & logsRecovery & ownership
STAGE 1 / 5

Your systems

Approved sources supply the request and business context. Access follows the identity and permissions configured for the workflow.

A sample design, not a live system. Select any stage to inspect it. Animation starts only when you choose Play and can be paused. Reduced-motion preferences disable moving flow indicators.

Network cables and server racks in a data center
Context photography: imgix / Unsplash.

Implementation detail

Explore the components.

Open a component to see its purpose and deliverable.

Enterprise RAG and knowledge systems

Connect approved sources to grounded answers while retaining the evidence and access boundary.

Deliverable: Retrieval interface, source mapping and grounding tests.

Explore the component
Tool adapters

Give an agent a defined interface to the APIs and actions your workflow requires.

Deliverable: Adapter code, validated schemas and integration tests.

Explore the component
Orchestration

Connect steps with explicit routing, state, retries and recovery behavior.

Deliverable: Workflow definition, state contract and failure-path tests.

Explore the component
Human approval

Pause consequential or uncertain actions and send the right context to a named reviewer.

Deliverable: Approval route, decision record and resume/reject tests.

Explore the component
Document validation

Extract structured fields, identify missing information and flag conflicting records.

Deliverable: Output schema, validation rules and representative cases.

Explore the component
Evaluation and release

Measure component behavior and the complete workflow against agreed cases.

Deliverable: Evaluation harness, case log and acceptance matrix.

Explore the component
Estimate the time spent on a repetitive workflow

Explore a potential opportunity using your own assumptions. This is an illustration, not a forecast or promised saving.

Your workflow, your assumptions

Illustrative monthly capacity
15hours

Potential manual time freed from 50 hours of current effort.

Tasks × minutes ÷ 60 × assumed reduction. An illustration, not a forecast or guaranteed saving. Review effort, implementation and operating costs must be assessed separately.

Discuss the assumptions with us

How to engage

One clear next step.

01 / Diagnose

Clarify the opportunity.

Examine one workflow, its data, integrations and failure cases. Receive prioritized findings, acceptance criteria and a scoped implementation recommendation.

Discuss your project

02 / Implement

Build and put it to use.

Deliver the agreed workflow or component with integrations, evaluation evidence, deployment documentation and a technical handoff.

Discuss your project

Price, schedule and availability follow the agreed scope. Continued support and expansion are separately scoped.

Let’s put the right work in motion

Discuss your project

Tell us what is taking too much time, where a process breaks down, or what you want to build. A short description is enough.

  1. Discuss the workflow and what is blocking delivery.
  2. Identify the right starting point and what success would look like.
  3. Agree on a useful next action, with no obligation to buy.

We’ll review your inquiry and reply with questions or proposed times for a 20-minute conversation. There is no obligation to buy.

Business
SDVOSB certified
Delivery
Senior engineering
Location
McLean, Virginia
Project briefUnclassified inquiries

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