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Solutions built for regulated and document-heavy workflows.

Evaluate the workflow, controls, pilot path, and delivery artifacts for each solution before you commit.

Engagement patterns

Representative engagement patterns

Illustrative examples based on common delivery patterns. Estimated outcomes are directional and vary by workflow, data quality, and deployment scope.

Healthcare
Mid-market payer (2,000+ employees)

Prior Authorization Copilot

Before

Manual prior auth review averaging 5–15 days per request. Staff spent 40%+ of time on form completion and follow-ups.

What we delivered

RAG-based copilot that retrieves clinical guidelines and drafts prior auth decisions for nurse reviewers.

Controls included

HIPAA-compliant data handling
PHI encryption
Clinical review gates
Immutable audit trail

What changed

~65% reduction in average review time (directional estimate)
Consistent citation of guideline sources across reviewers
8-week pilot → phased production rollout
Insurance
Enterprise carrier (10,000+ employees)

Claims Intake & Triage Automation

Before

Claims processing took 15–30 days due to manual document review. Inconsistent adjuster decisions across similar claims.

What we delivered

Document extraction pipeline with classification, summarization, and adjuster copilot UI.

Controls included

PII/PCI data protection
Explainable AI for recommendations
Human approval gates
Bias monitoring

What changed

~40% of routine claims auto-triaged (directional estimate)
Reduced average cycle time for straightforward claims
6-week pilot → phased rollout
Federal Government
Agency (500+ FOIA analysts)

FOIA Records Search & Redaction

Before

FOIA request backlogs measured in months. Manual document search across siloed systems. Inconsistent redaction.

What we delivered

Searchable index over legacy records with AI-assisted redaction and human-in-the-loop review.

Controls included

FedRAMP-aligned security controls
Role-based access enforcement
Multi-pass redaction with human verification
Audit trail for legal defensibility

What changed

~60% faster turnaround for routine requests (directional estimate)
Consistent PII redaction with auditable decision logs
10-week pilot across two record sets
Financial Services
Regional bank (1,500+ employees)

AML Investigation Copilot

Before

Investigation backlogs growing faster than analyst capacity. Analysts spent 70%+ of time on data gathering vs. actual analysis.

What we delivered

Evidence retrieval with grounded summaries and draft SAR narratives, gated by analyst approval.

Controls included

SOC 2 aligned controls
Encrypted data handling
Role-based access with segregation of duties
Investigation audit trail

What changed

~2× investigation throughput (directional estimate)
Improved consistency of documentation across analysts
6-week pilot → compliance review → production

Buyer evidence

Sample delivery artifacts

Standard templates and frameworks from our delivery toolkit. Available on request.

Pilot Brief

Scoped pilot plan with timeline, deliverables, success criteria, and risk mitigations.

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Architecture One-Pager

Production-ready reference architecture with security controls and integration points.

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Evaluation Plan

Framework for measuring AI system quality with domain-specific test suites and regression gates.

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Threat Model

AI-specific security threat model with mapped mitigations and remediation evidence.

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Monitoring Dashboard

Observability template tracking quality, latency, cost, safety metrics, and drift detection.

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Technical blueprints

Reference architectures

Production-tested blueprints we adapt to your stack and security requirements.

Enterprise RAG Pipeline

End-to-end retrieval-augmented generation with ingestion, chunking, vector store, reranking, and response synthesis.

Workflow: Document Q&A, copilots

Controls: RBAC, PII filtering, citation grounding

Environment: Cloud or hybrid

RAG
Vector DB
Security

Agentic Workflow with Approval Gates

Multi-step agent orchestration with human-in-the-loop approval, tool use governance, and immutable action logs.

Workflow: Multi-step automation

Controls: Approval gates, action-level audit logs

Environment: Enterprise SaaS

Agents
HITL
Governance

Document Processing & Extraction

OCR, classification, entity extraction, and structured output pipeline for high-volume document workloads.

Workflow: Claims, prior auth, records

Controls: PII/PHI handling, accuracy monitoring

Environment: Cloud or on-premises

Documents
Extraction
ML

Copilot with Connector Governance

Enterprise copilot deployment with DLP policies, connector access controls, and usage monitoring.

Workflow: M365 Copilot governance

Controls: DLP, connector lockdown, usage analytics

Environment: Microsoft 365

Copilot
M365
DLP

Vision Inspection & Quality Loop

Computer vision pipeline for manufacturing defect detection with feedback loops and continuous model improvement.

Workflow: Quality inspection

Controls: Model versioning, drift detection, human override

Environment: On-premises / edge

Vision
Manufacturing
MLOps

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