Knowledge Systems & AI Assistants in Rockville, MD

The assistant itself is a retrieval and drafting tool, not a system of record, and we scope it that way from day one. For GxP-adjacent work — CMC drafting, prior-correspondence search, internal regulatory training — the build sits alongside your validated systems, not inside them, and outputs are always reviewed by a qualified person before they touch a regulatory submission. We deploy on AWS Bedrock with a private vector store, a no-training and zero-retention contractual posture on the model layer, and audit logs on every retrieval. Source documents stay in your existing repository — SharePoint, Veeva Vault, or wherever your QMS lives — and the index is rebuilt from that source of truth on a defined cadence. The build documentation we hand over is written so your QA team and regulatory ops can review the data flow, the prompt scaffolding, and the citation-verification workflow before a single Rockville staffer queries the system in a real working context.

We start every Montgomery County and county-contractor engagement with a data-classification mapping before any credential changes hands. Public-record SOPs, procurement handbooks, and published policy documents go into the indexed scope. Anything containing PII, protected procurement information, or material covered by your county contract's data-handling clauses gets explicitly excluded — or routed to a separately scoped index with stricter access controls. We use service accounts with read-only permissions on the document repository, mirror the existing access-control list into the retrieval layer so users cannot retrieve documents they could not open manually, and keep audit logs of every query for the compliance officer to review. Deployment can sit on Cloudflare Workers for non-sensitive work or AWS GovCloud-adjacent infrastructure where the contract requires it. The data flow is documented on paper before go-live so your county liaison and internal compliance can sign off.

Three to four weeks from kickoff to a working internal tool, assuming you can give us a subject-matter expert for a couple of hours a week and access to the document repositories on day one. Week one is the audit — we inventory your engagement letters, internal memoranda, training materials, and client-facing deliverables (with the senior partner deciding what is in scope and what is not), and we lock the retrieval boundaries. Week two is the indexing pipeline and a working assistant interface your team can query. Weeks three and four are the evaluation pass: we run your own historical questions against the assistant, the senior partner reviews the citations, and we tune the prompt scaffolding and retrieval parameters until the answers are defensible. Most Rockville professional firms ship a single-practice-area assistant in this window — accounting tax research, consulting methodology lookup, or a junior-onboarding assistant that absorbs the questions partners are tired of answering. One assistant, one scope, done in a month.

No big IT project required. Our AI consulting engagements for knowledge assistants are scoped deliberately small to start: one document silo, one user group, one well-defined question the team asks repeatedly. We connect to whatever you already have — SharePoint, Google Drive, Confluence, a Veeva Vault, a shared network folder — using read-only service accounts, so there is no migration and nothing moves. The AI chatbot development work happens on top of your existing stack, not underneath it. A Rockville biotech does not need to rebuild its QMS. A professional services firm does not need a new DMS. You get a scoped assistant running against your current documents in three to four weeks, evaluate it against real questions your team actually asks, and decide from there whether to expand the scope. The right way to start AI consulting is the smallest build that proves value, not the largest build that proves ambition.

Both. Rockville is inside our DMV service footprint — we are local to the corridor and routinely run kickoff and discovery sessions on-site at offices in Rockville, Bethesda, Gaithersburg, and North Bethesda. For biotechs and clinical operators with badged-access facilities and document handling that cannot leave the building, on-site work during the audit and indexing-scope phase tends to be the right call, and we plan for it from the engagement letter forward. For lower-sensitivity engagements — most professional services firms, county-government contractors working with already-public documentation, smaller biotechs early in the build — the work runs remote with one or two on-site sessions for kickoff and final handover. Either way, the Rockville-based subject-matter expert is in the loop on a defined cadence, not just at the start and the end. The assistants we ship are only as good as the expertise they are built against, and that expertise lives in your office, not in our Slack channel.