Aline's Agentic AI Legal Intake

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Summary

The discussion centers on agentic legal intake and how AI moves beyond simple request capture into actual work. The core point: agentic work means AI reads the request and attached documents, understands context, auto-triages the matter, applies workflows and playbooks, and completes low-lift tasks with a human in the loop for judgment and review.

The example workflow focuses on vendor review. A template process captures vendor purpose, system access, personal information sharing, due date, spend, and uploaded contracts. From there, AI routes the request through procurement and budget approval, privacy review, security review, legal negotiation, and signing. The demo also shows intake from Slack, Microsoft Teams, email, Salesforce, and HubSpot, with Slack live and Teams in testing. The system keeps an audit trail, supports citations from source documents, and stores signed documents in an AI-native repository.

Key Highlights

• Agentic legal intake: means AI actually conducts work, not just captures requests or summarizes documents.
• Not agentic: intake forms, ticket queues, codified if-then rules, and chatbots that only summarize.
• Request sources include Slack, Microsoft Teams, email, Salesforce, HubSpot, and direct platform submission.
• Vendor review template captures vendor purpose, system access, personal information sharing, due date, vendor spend, and uploaded contracts.
• Dynamic routing assigns tasks based on rules like spend thresholds, with AI handling the assignment.
• Initial reviews include privacy and security checks, with AI reading both the intake form and the uploaded contract.
• AI catches mismatches when the intake form misses or misstates details and the contract indicates something different.
• Legal negotiation runs a SaaS playbook, flags non-standard terms, and suggests redlines.
• Human review stays in the loop* for judgment, approval, and final confirmation.
• Slack integration supports @mentions, direct messages, file uploads, and threaded replies tied to the workflow ticket.
• Microsoft Teams is in testing and expected to release soon.