Ask the question. Get the answer. Verify the citation. The audit chain takes care of itself.
The pitch for enterprise AI sounds the same from every vendor. The reality, 6 months in, varies by an order of magnitude depending on what's underneath.
DocuTalk is what the underneath looks like when it's built for the regulated estate. Every retrieval bounded by the asking user's permissions at query time. Every answer composed only from documents that user could have read directly. Every citation traceable to the exact span in the source document. Every interaction anchored to the audit chain.
This is the difference between an AI deployment that ships at 100 users and stalls at 1,000, and one that scales to the whole organisation because the security and compliance teams already have the answers they need.
Talk to the AI solutions team · Read the permissions-aware AI pillar · See the CISO page
What an answer actually looks like.
The user asks a question in natural language. The interface returns:
| Element | What it is |
|---|---|
| The answer | Composed from documents the asking user could have read directly |
| Citations | Each clause of the answer traces to a specific span in a specific document |
| Citation context | Click any citation; see the source span in context, with the document's permissions and version metadata |
| Confidence indication | Where the corpus didn't contain the answer, the response says so — no fabrication |
| Audit anchor | The retrieval and generation event is anchored to the chain at write time |
Most consumer AI demos skip 3 of these five. Each one matters for the regulated deployment.
What the AI actually reads.
DocuTalk reads from the Intelligent Repository platform — federated across the systems where the regulated content already lives.
| What gets retrieved | Where it lives |
|---|---|
| Records-of-record documents | Wherever the platform federates from — M365, SharePoint, the legacy DMSes, LOB systems |
| Contracts | The CLM platform |
| Signed artifacts | The eSignature platform |
| Workflow artifacts | The BPA platform |
| Audit events | The audit ledger (read-only for AI) |
The retrieval is permissions-aware at query time. A user without access to a folder doesn't get answers grounded in that folder's contents — and the audit chain proves it.
What the CISO actually evaluates.
The security review for DocuTalk has the same shape across customers. The 5 questions the CISO asks, and the architectural answers:
| The CISO's question | The architectural answer |
|---|---|
| "Does retrieval respect every permission, every time?" | Yes — query-time permission check, not index-time |
| "Can we audit every AI interaction 6 months later?" | Yes — every retrieval and generation event anchored |
| "Can the user verify the citation themselves?" | Yes — click-through to the exact source span |
| "Does our content get used to train models?" | No — contractual and architectural commitment |
| "Can we generate the EU AI Act high-risk-system documentation?" | Yes — auto-generated from the audit chain |
The 5 answers are what move the deployment from pilot to production. Without all five, the production deployment doesn't get approved.
Where DocuTalk fits in the AI copilot.
DocuTalk is the conversational front-end. The four-capability AI copilot composes underneath:
| Capability | What it does |
|---|---|
| DocuTalk | Conversational Q&A grounded in the corpus |
| Semantic Search | Hybrid vector + keyword + entity-graph search |
| Document Summarisation | Citation-grounded summaries |
| Agentic AI Workflow | Bounded-autonomy agents with anchored actions |
A user asks a question; the right capability handles it. The user doesn't think about which one — they get an answer with citations.
What changes for the workforce.
The productivity gain is real and measurable. The shape of the gain isn't "AI replaces work" — it's "AI cuts the slowest parts of knowledge work."
| Task | Before | With DocuTalk |
|---|---|---|
| Find the right document for a question | 4 documents opened on average | 1 query, 1 answer, 1 citation |
| Verify the answer | Re-read the document | Click the citation, see the span |
| Compose a brief from multiple documents | Hours | Minutes, with citations |
| Onboard a new hire to the corpus | Weeks | Days |
| Time recovered per knowledge worker per week | — | 2–4 hours typically |
How customers compare DocuTalk.
The DocuTalk evaluation usually compares against:
- Microsoft 365 Copilot — strong inside M365; cross-source coverage and cryptographic audit are weaker
- Glean — strong on enterprise search; citation depth varies by source connector; audit pack is thinner
- In-house RAG on OpenAI / Anthropic — most flexible; permission enforcement and audit need to be built
- Box AI — strong inside Box; cross-source story is limited
For specific comparisons: - TeamSync vs M365 Copilot - TeamSync vs Glean - TeamSync vs Box
Read further.
- Why TeamSync — permissions-aware AI — the architectural pillar
- CISO page — the security review
- Chief AI Officer page — the AI program view
- EU AI Act overlay — the regulator-specific documentation