Turn your documents into AI-powered answers your team can trust
Every answer cites its source. Every query is auditable. Works across PDFs, SharePoint, databases, and internal systems. Built for enterprises that need accuracy — not guessing.
Your knowledge is trapped. Your people are searching, not working.
Critical knowledge buried across thousands of sources
Policies, SOPs, regulatory documents scattered across SharePoint, file shares, email archives, databases. Employees spend hours searching instead of working.
Generic search returns noise, not answers
Keyword search doesn't understand context, intent, or regulatory nuance. Compliance teams get 200 results when they need one definitive answer with a source citation.
Ungoverned AI creates compliance risk
Off-the-shelf tools like ChatGPT can hallucinate answers. In regulated industries, a wrong answer isn't just unhelpful. It's a compliance violation.
No audit trail means no accountability
When decisions rely on AI-generated information, compliance teams need to trace which source documents supported that answer. Most AI tools can't do this.
How it works
Ingest & Index
Connect to SharePoint, file shares, databases, email archives. Every document chunked, embedded, indexed with metadata, source, date, classification, and access permissions.
Query & Retrieve
Natural language questions. Semantic understanding, not keyword matching. RBAC ensures users only see authorized documents.
Answer & Cite
Every response includes answer, source citations with links, confidence scores, and complete audit trail. Every query logged for governance.
Key capabilities.
Multi-Source Ingestion
SharePoint, OneDrive, file shares, databases, email, third-party DMS. PDFs, Word, Excel, scanned documents.
Semantic Search
Natural language queries with contextual understanding. "Patient data handling requirements" = "HIPAA PHI protocols."
Full Citation Transparency
Direct links to source documents, page numbers, passage highlights. No black box.
Role-Based Access Control
Document-level permissions via Azure AD/Okta. Users only see what they're authorized to see.
Audit Logging
Every query, response, citation logged with timestamps and user identity. Exportable reports.
Multi-Language Support
Search and respond across documents in multiple languages for global organizations.
Reduction in compliance research time across 50,000+ regulatory documents.
“The citation transparency gave us confidence in every decision. This is the difference between a pilot and a real solution.”
VP Regulatory Affairs
Read engagement note →From workflow to working tool in two weeks.
Scope and sign
We define the workflow, the deliverables, and the acceptance criteria, and sign an agreement on them before anything starts.
Build
We build the tool in your environment, with Claude Code and automated evaluation against your own data.
Pay when it works
$10,000, due only after every criterion in the signed agreement is met. Nothing before that.
We scope one workflow with you, sign an agreement on the deliverables and acceptance criteria, and build it in your environment in two weeks. You pay $10,000 only after every criterion is met. Nothing upfront. Portfolio scale is custom.
Tell us the workflow →Questions buyers ask.
What is Enterprise RAG and how does it differ from regular AI search?
Enterprise RAG (Retrieval Augmented Generation) combines AI language models with your organization's actual documents to deliver accurate, sourced answers. Unlike generic AI that may hallucinate, RAG grounds every response in your real data — with citations, source links, and audit trails.
Which document types and sources can the RAG system connect to?
We support SharePoint, OneDrive, file shares, databases, email archives, and third-party document management systems. The system ingests PDFs, Word documents, Excel files, scanned documents via OCR, and structured data from APIs.
How do you prevent AI hallucinations in regulated industries?
Every answer includes source citations with document links and confidence scores. Role-based access control ensures users only see authorized content. A complete audit trail logs every query and response for compliance review.
How long does an Enterprise RAG deployment take?
We scope one workflow with you, sign an agreement on the deliverables and acceptance criteria, and build the tool in your environment in two weeks. You pay $10,000 only after every criterion is met. Complexity depends on document volume, source count, and integration requirements, and a wider portfolio is scoped separately.
Can Enterprise RAG integrate with our existing compliance and GRC tools?
Yes. We integrate with ServiceNow, Archer, MetricStream, and other GRC platforms. The RAG system also connects to Azure AD and Okta for identity-based access control, ensuring document-level security.
Ready to ship AI that actually works?
Send us the workflow. We return a fixed scope, price, and acceptance criteria in 48 hours. You pay $10,000 only after it works.
Tell us the workflow →