Grounded answers with citations

Enterprise RAG and Knowledge Retrieval

Permission-aware retrieval systems that connect AI assistants and agents to approved company knowledge with citations, evaluation, and source-level traceability.

Business outcomes

Faster access to approved answers

Citations back to source material

Access controls preserved during retrieval

Measured retrieval and answer quality

What we deliver

Knowledge ingestion

Parse, normalize, classify, and continuously synchronize documents and structured sources.

Hybrid retrieval

Combine lexical, vector, metadata, graph, and reranking techniques for each use case.

Grounding controls

Require evidence, detect insufficient context, and route uncertain answers for review.

RAG evaluation

Track retrieval coverage, relevance, faithfulness, citation accuracy, and answer usefulness.

Typical integrations

SharePointGoogle DriveConfluenceNotionS3PostgreSQLQdrantPinecone

Frequently asked questions

How does an engagement start?

We begin with a feasibility audit that maps the workflow, systems, data, risks, and measurable acceptance criteria before implementation.

Can you work with our existing systems?

Yes. We integrate through supported APIs, secure service accounts, event streams, and approved browser automation when an API is unavailable.

How do you protect company data?

We design least-privilege access, encryption, audit logs, retention controls, human approvals, and private-cloud or on-premises deployment where required.

Start with a bounded, measurable workflow

We will map feasibility, risk, cost, and the fastest responsible path to production.

Book a feasibility audit

Book a strategy call
for agentic operations

Tell us which workflow you want to improve. We will map feasibility, risks, and the fastest MVP path.

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Contacts

Global Operations

Serving U.S. clients remotely
with private cloud and on-prem options

Strategy calls by request

We respond after reviewing your workflow context.

lamooof@gmail.com

For partnership inquiries

Have a proposal?

Write to us in messengers

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