Agent Manager/Law Firm
For law firms

A drafting team,
over your firm's precedents.

Composed from your house templates and your past executed documents. Every claim cited back to the source. Every correction becomes a proposed improvement to the firm's standing instructions, approved by a partner. Your precedents stay in your DMS.

The scenario

The partner sends one message. The team goes to work.

A partner opens the chat, picks the Senior Attorney agent, and types: “Acme Corp deal — SaaS evaluation. Mutual NDA, 2-year term, standard carve-outs. Get it done.” The senior plans the work in-chat so the partner can redirect at any moment. The drafter composes v1 against the firm's template, retrieving the most relevant clauses from precedent (ranked by relevance × lock-score so signed precedents outweigh drafts). The reviewer walks the firm's checklist and flags two issues. The senior resolves them, re-delegates a revision, validates the result, and returns a clean draft with per-clause citations. Save to matter; the redline the next day picks up the same conversation.

The team

Who’s on it.

One published agent — the one your users talk to. The rest are internal team members with their own skills, retrieval scopes, and models.

Senior Attorney Agent
Skill: Senior Attorney Skill

The only agent your partners talk to. Plans the work, delegates to drafter and reviewer, resolves conflicts, does the final review, returns the result. Escalates to a partner if the reviewer flags more than 3 issues.

Paralegal Drafter Agent
Skill: NDA / Lease / Trust Drafting Skill

Composes v1 against the firm's house template. Retrieves relevant clauses from precedent, cites each. Follows the firm's standing positions from its drafting skill.

Paralegal Reviewer Agent
Skill: NDA / Lease / Trust Review Skill

Walks the firm's review checklist. Verifies party identification, carve-outs, precedent citations (must cite to lock-score ≥ 0.9). Flags anything off. Escalates to the senior.

How a request runs

Plan → Delegate → Review → Return.

1

Plan.

The senior reads the request and writes a short plan in chat so the partner can see it: draft v1 → review → synthesize → return.

2

Delegate to the drafter.

Sub-thread spawned. Drafter retrieves 4-5 most relevant precedent clauses, composes v1 against the house template, returns with citations.

3

Delegate to the reviewer.

Another sub-thread. Reviewer walks the checklist, flags issues (e.g. “residual-knowledge carve-out is narrower than firm's standing position”). Returns a memo.

4

Synthesize.

Senior reads both, decides which issues need revision, re-delegates to drafter for revision, validates against the review memo. Partner watches a streamed narrative: “drafter v1 → reviewer flagged 2 issues → drafter v2 → ready.”

5

Return.

Senior returns the final draft to the partner with citations and lock-score badges. Save-to-matter action fires: writes draft to `/matters/Acme-NDA-2026/`, notifies the supervising partner via Slack, logs a billing entry.

The learning loop

Every correction becomes a proposed skill update.

When the reviewer flagged an issue on the last conversation, the auto-checkpoint pipeline emitted a skill_refinement item targeting the NDA Drafting Skill (“tighten verbatim-quotation rule to require lock_score ≥ 0.9”). When the partner remarked in chat “we should also check for an export-control clause on US-counterparty NDAs,” the system emitted refinements against both the Senior Attorney Skill and the NDA Review Skill. Once a week, a partner reviews the queue on a dashboard — each refinement shows the original skill, the proposed change, the trigger, and a one-line summary. Approve or reject. On approve, the skill's content is updated, versioned, and becomes the team's institutional voice on the next conversation. Nothing changes without a partner signing off.

Connects to

Works over the tools you already run.

Data mapped from where it already lives. Nothing uploaded, nothing migrated. Common connections for this team:

iManage · NetDocuments · SharePoint
DMS / precedent stores over S3 · Google Drive · Box
Word / DOCX generation
Slack notifications
Matter management systems
Google Calendar reminders

Want to see this team on your workflow?

30-minute demo. Bring one specialist task your team keeps re-doing. We’ll show how the team topology fits.