The direct answer
A knowledge layer connects unstructured information (documents, tickets, messages) to operational decisions. Governance means logging, evaluation, attribution, and human override — not policy PDFs stored elsewhere.
Architecture sketch
Ingest, chunk, embed, retrieve, generate, review, and action — each step should emit telemetry. Action should respect role permissions and often require explicit operator confirmation.
Evaluation before scale
Build a small evaluation set of real (redacted) questions with expected source citations. Run it on every prompt or retrieval change. Regression in citation accuracy is a release blocker.
Document intelligence in practice
Classification, extraction, and summarization are useful when tied to queues — not when dumped into a generic chat window. Our Document Intelligence Workspace demo illustrates triage and review on synthetic documents.
When to choose this offer
Our AI Knowledge Layer engagement targets teams with high-volume unstructured input and a clear decision workflow. Starting range typically $12,000–$40,000 depending on sources, evaluation depth, and integration surface.
Safety defaults
No training on client data without explicit agreement. Retention limits on embeddings and logs. Fail closed when retrieval confidence is below threshold.