AI INTEGRATION PLAYBOOKS.
How we ship language-model integrations that make it past compliance, past procurement, and past the 90-day pilot graveyard. One use case at a time.
Pick your target.
AI Claims Automation & Adjudication | VooStack
AI-assisted claims adjudication with deterministic rules, human review thresholds, and audit logs that survive regulatory exams. Built by engineers who've shipped it.
AI Code Review Integration for GitHub & GitLab | VooStack
Embed LLM code review into GitHub or GitLab without drowning engineers in noise. Tuned signal, policy gates, and secure deployment from an SDVOSB consulting firm.
AI Compliance Monitoring That Holds Up In Audit | VooStack
AI-powered compliance monitoring for communications and transactions. Calibrated false-positive rates, defensible audit trails, and reviewer workflows that hold up in exams.
AI Customer Support Integration for Enterprise Teams
Embed AI agents into your support stack to triage tickets, draft replies, and resolve tier-1 issues. VooStack delivers production-grade integrations with audit trails, fallbacks, and human-in-the-loop controls.
AI Data Extraction from PDFs, Forms & Emails | VooStack
AI-powered extraction of structured fields from PDFs, forms, and emails. Schema-driven, confidence-scored, with exception handling. Veteran-owned, SDVOSB-certified.
AI Document Processing & Extraction | VooStack (SDVOSB)
Production AI document processing for contracts, invoices, and claims. Typed extraction, confidence thresholds, and direct integration with your ERP or DMS. SDVOSB.
Internal Search with RAG | AI Integration | VooStack
Replace brittle keyword search with retrieval-augmented LLM search across Confluence, SharePoint, Notion, and Slack — with real ACLs, citations, and freshness.
Meeting Summary AI Integration: CRM + Slack | VooStack
Automated meeting summaries and action item extraction wired into Salesforce, Slack, and Notion. Speaker attribution, citations, and privacy controls that survive audit.
Common questions
What is AI integration?
AI integration is the work of embedding large language models and other AI into your existing products and operations — retrieval-augmented search, document workflows, support automation, and agents — so they run reliably against your real data, security, and compliance constraints, not just in a demo.
How do you keep LLM features secure and compliant?
We deploy inside your VPC or chosen cloud boundary, never train third-party models on your data, scope retrieval to permissioned sources, and log every prompt and response for audit. For regulated work we map data flows to your controls (SOC 2, HIPAA, NIST) before the first line of code.
Can you build AI for government or regulated data?
Yes. VooStack is veteran-owned and SDVOSB-certified, eligible for federal set-aside work, and experienced with HIPAA-bounded and cleared-adjacent deployments — including running open models in GovCloud or Azure Government when sending data to a public API is off the table.
How do you avoid the 90-day pilot graveyard?
We ship one use case end to end — wired into a real workflow, with evals, guardrails, and a path to production — instead of an open-ended chatbot demo. Each playbook targets a specific job with measurable acceptance criteria.
Use case not listed?
Tell us what you're trying to ship. We respond within one business day.