The Workspace Pattern

Atlas Workspaces are matter-scoped environments where your firm's agents analyze hundreds of documents in parallel, then generate new client-facing documents from the findings. Instead of uploading files to a generic data room and then manually copying them into your AI system, you stage documents once into a Workspace, and agents route, review, and draft from that single environment.

Each Workspace is a self-contained folder hierarchy with a tabular review editor, PDF viewer, agent task board, and share dialog. Lawyers and agents work in the same space. Documents stay in the firm's own knowledge graph, so every review is grounded in your precedent and practice patterns, not generic LLM training data.

How It Works: Upload to Draft

The review motion has five steps:

1. Ingest: Upload deal documents, contracts, regulatory filings, or case materials into the Workspace. This week we shipped the staged upload and folder API so agents can organize documents into auto-generated folders (e.g., 'Agreements', 'Diligence', 'Privilege').

2. Pre-review: Agents run checks before substantive review: privilege detection, conflict flagging, scope validation. These run in parallel across all documents.

3. Substantive review: Agents execute the core analysis as tabular reviews. An M&A agent extracts R&Ws, indemnification caps, and closing conditions from a 100-document SPA file. A diligence agent flags material contracts, related-party transactions, and regulatory compliance gaps. A litigation agent marks attorney-client and work product privilege across case emails and memos.

4. Post-review: Agents roll up findings and DRAFT new documents back into the Workspace: diligence memos, indemnification schedules, privilege logs, redlines, closing checklists. The inline review editor lets lawyers approve, edit, and finalize these documents without leaving the Workspace.

5. Output: New documents are staged back into the workspace, shared with the deal team or case team, and ready for signature or filing.

The Knowledge Graph Difference

Every document analyzed in a Workspace is compared against your firm's curated knowledge graph. That graph is built and continuously refined by Atlas agents reading, classifying, and linking your iManage, SharePoint, OneDrive, and email as new content lands.

When an agent reviews a new indemnification clause, it's not just checking that clause against generic contract patterns. It's checking it against every indemnification clause your firm has negotiated, the precedent language your team prefers, and the risk allocation your team typically accepts. The agent flags deviations, suggests your firm's standard alternatives, and rolls up findings into a memo that your deal team can act on immediately.

This is why agentic review at scale matters: it's not parallel bulk processing against a generic LLM. It's parallel bulk processing grounded in your firm's specific work, practice areas, and precedent.

What Teams Use Workspaces For

M&A and Corporate: Deal teams upload 300-document room. Agents classify into contracts, cap tables, diligence docs, exhibits. One agent task reviews all SPAs and amendments. Another extracts reps and warranties and compares to firm template. Post-review output is a deal memo, R&W schedule, and indemnification summary ready for negotiation.

Regulatory and Compliance: Compliance teams use Workspaces for regulatory filings. Upload 50 regulatory docs. Agents flag compliance gaps, extract disclosure requirements, generate a compliance memo and a checklist of missing items.

Litigation and eDiscovery: Case teams use Workspaces for privilege review. Upload 10,000 emails and memos from document production. Agents run privilege detection in parallel, generate a privilege log, and surface high-risk disclosures. Lawyers review the agent findings in the same editor where they finalize the log.

IP and Patent: Patent teams use Workspaces for diligence. Upload 30 patent files, prior art searches, and FTO opinions. Agents extract claims, flag infringement risks, compare to firm precedent, and generate a patentability memo.

Recent Improvements

This month we shipped the core Workspace features that turn it into a real work surface:

  • PDF viewer: One page at a time, embedded in the folder rail, so lawyers can read source documents without leaving the editor.
  • Folder API and auto-generated folders: Agents now create folder structures as they classify documents, mirroring how deal teams actually organize files.
  • Inline tabular review editor: Lawyers review and edit tabular findings (extracted clauses, risk flags, redlines) inside the Workspace without context-switching to a separate tool.
  • Agent task board: Agents announce their work, lawyers see task status, and documents can be re-routed or re-reviewed as needed.
  • Share dialog and access gating: Workspaces are scoped to matters, so only deal or case teams can see sensitive documents. Sharing is matter-level, not file-level.

How to Try It

If you're running AtlasAI v6, create a new Workspace, upload 10 sample documents from a recent deal or case, and kick off an agent task. You'll see agents classify, create folders, run reviews, and draft findings into a new document in real time.

For deeper integration with your firm's iManage or SharePoint, the same agents that power Workspace review also curate your firm's knowledge graph. As you add Workspaces to your practice, the graph gets sharper and agents get smarter.

Head to https://atlas-ai.io to learn more about how Workspaces fit into the Singularity platform.

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