Documents

Drafts that read like you wrote them.

RAG retrieval grounds every draft in your own documents — past proposals, prior contracts, internal style guides. The workflow drafts, cites the source, and pauses for human approval before anything customer-facing goes out.

Workflows

Document workflows operators ship first.

Proposal drafting

Sales / services
Trigger"Draft proposal" action from CRM, or a new qualified lead event
Steps
  1. Pull the prospect context (industry, scope, prior calls)
  2. Retrieve relevant past proposals via RAG
  3. Draft sections using your standard template
  4. Insert pricing from your rate card
ReviewAlways pauses for sales/leadership approval before send.
OutputDraft proposal in your tool of choice (Google Docs, PandaDoc); audit log shows which sources informed each section.

Contract review

Legal / ops
TriggerCounterparty contract uploaded; CLM event
Steps
  1. Extract structured terms (parties, dates, dollars, indemnities)
  2. Compare against your playbook via RAG
  3. Flag deviations with severity and proposed redlines
  4. Generate a review summary for the deal owner
ReviewReviewer approves, modifies, or rejects each suggested redline.
OutputAnnotated contract with deviations from your playbook clearly marked; reviewer notes captured.

Letter / response generation

Client services
TriggerInbound request that fits a known response pattern
Steps
  1. Classify the request type
  2. Retrieve prior similar responses via RAG
  3. Draft the response in your firm's voice
  4. Match against any required disclosures or footers
ReviewAccount owner approves before send; multi-attorney sign-off where required.
OutputApproved letter sent through your normal channel; archive copy linked to the matter or account.

Meeting notes → action items

Cross-vertical
TriggerNew transcript from your meeting notes tool
Steps
  1. Extract decisions, action items, and owners
  2. Cross-reference against open items in your project tracker
  3. Draft a recap email and create tasks
  4. Flag conflicts or unresolved questions
ReviewRecap drafts pause for the meeting owner before sending.
OutputTasks created with owners and due dates; recap email sent; nothing falls through after the call ends.
Operators using these workflows Professional services Sales teams Legal Real estate Consulting
Which deployment mode?

Document workflows often live behind a privacy boundary.

Core

Standard drafting workflows

Proposal and outbound-letter workflows where source documents are non-confidential or already shared with cloud SaaS.

Learn about Core
Forge

Custom drafting logic

Bespoke proposal templates, custom contract playbooks, or multi-stage review workflows tied to your toolchain.

Learn about Forge
Private Edge

Confidential drafting

For drafts grounded in client documents that must never leave your premises. RAG runs on the appliance; only chunks reach the LLM.

Learn about Private Edge

Map your highest-leverage drafting workflow.

Free 30-minute call. We'll outline the workflow, the review gates, and the data-residency boundary.

Book a discovery