Atlas Lists: Building Reusable Agentic Workflows for Your Practice

What Are Atlas Lists?

Atlas Lists are reusable sequences of agentic actions your practice teams design once and run on every new matter. A list is not a template, a form, or a static checklist. It's a workflow. When you run a list on documents staged in an Atlas Workspace, our agents execute a multi-step process in parallel across hundreds of files, then write new client documents back into the workspace as output.

Examples:

• A Deal Review list stages an SPA, exhibits, and cap table. Agents extract representations and warranties, compare to your firm's precedent, flag deviations, generate redlines, and draft a diligence memo.
• A Regulatory Compliance list monitors incoming filings. Agents classify regulatory changes by jurisdiction and impact, flag high-risk updates, and generate summary memos for the general counsel.
• A Patent Diligence list ingests prior art and prosecution histories. Agents extract claim scope, flag conflicts with your portfolio, and draft freedom-to-operate opinions.

Each list runs against your firm's curated knowledge graph. That means the agents aren't consulting a generic model or external database. They're reading your iManage, SharePoint, and OneDrive content, comparing new matters against your actual precedent, and grounding every finding in work you've already done.

How Lists Work: From Design to Execution

Your practice team designs a list once in the Lists UI. You describe the sequence of actions you want agents to perform: "Extract all R&Ws from the SPA. Compare to our 2024 market standard. Flag any deviations from our standard language. Generate a redline document."

When a new matter lands, you stage the relevant documents in an Atlas Workspace and run the list. Here's what happens:

1. Agents design the workflow. The planner agent breaks your list into concrete steps, assigns them to sub-agents, and determines execution order. 2. Agents execute in parallel. Clause extraction, precedent comparison, risk flagging, and drafting all run at the same time across hundreds of documents. 3. Agents route findings. New documents (redlines, memos, checklists) appear in the workspace. Your team reviews inline, edits the tabular review, and publishes.

We shipped the inline tabular review editor and agent task boards this week, so you can watch agents work, edit their findings in real time, and publish directly without manual handoff.

Grounded in Your Firm's Knowledge Graph

The difference between a generic checklist and an Atlas list is the knowledge graph. When a list runs, agents don't query ChatGPT or consult a public database. They read your curated data layer, which ingests iManage, SharePoint, OneDrive, NetDocuments, and email, and continuously refines it as new content lands.

This means:

• Precedent comparison is accurate because agents are reading your actual deal files, not a template database.
• Regulatory monitoring is contextualized to your firm's practice because agents understand your prior findings, your risk thresholds, and your client profiles.
• Drafting is consistent because agents model their output on your firm's actual language and style, not generic legal prose.

Every list is a snapshot of how your practice actually works. The curation is agentic and continuous, so the list stays sharp even as your firm's standards and playbooks evolve.

Real Example: The M&A Diligence List

An M&A partner builds a list once:

``` Steps: 1. Extract all representations and warranties from the SPA. 2. Cross-reference against our firm's SPA precedent (2023-present). 3. Flag any missing reps or tightened qualifiers vs. market. 4. Extract all indemnification caps, baskets, and survival periods. 5. Generate a comparison matrix: this deal vs. our market standard. 6. Draft a diligence memo highlighting deal-specific risk. ```

When a new M&A mandate arrives, the team uploads the SPA and any purchase agreement to a Workspace and runs the list. Agents work in parallel: one extracts reps, another queries the knowledge graph for precedent, a third builds the comparison matrix, another drafts the memo. Within minutes, the workspace contains a tabular review showing every rep vs. your standard and a draft memo summarizing deal-specific risk.

The partner edits the tabular review inline (tweaking the flagged items or adjusting risk scores), approves the memo, and publishes both back into the client file. What used to take 2-3 days takes 2-3 hours.

Lists vs. Everything Else

Lists are not:

• Matter templates. Templates are static; lists are agentic and executable.
• Playbooks or checklists. Checklists are task lists for humans; lists are workflows for agents that produce documents.
• Prompt libraries. Prompts are one-off instructions; lists are multi-step, orchestrated processes that you run repeatedly and get back new work product.

Lists are designed to encode firm workflow. Build them once, run them at scale, refine them as your practice evolves.

How to Build and Run a List

1. Open Lists in the Atlas v6 platform and click "New list." 2. Name your list and describe the sequence of steps you want agents to execute. Be specific: "Extract all survival periods. Compare to our market standard. Flag any below 18 months. Draft a risk summary." 3. Save and test on a practice matter to validate the workflow. 4. Run on live matters by staging documents in a Workspace and selecting the list from the Agents panel. 5. Edit and refine as you learn what works. Agents adjust their execution automatically.

See it in action at https://atlas-ai.io.

What's Next

We're shipping the agent execution audit trail next month, so you can log every step agents took, every precedent they consulted, and every decision that led to the output. For regulated practices, that's critical. For all practices, it's transparency.

Built on the Atlas Singularity platform, which ingests and curates your firm's data continuously. Lists are how you operationalize that knowledge.