The agent pulls current account context from multiple live sources: recent news and press releases, funding activity, hiring patterns, leadership changes, tech stack updates, and intent signals from the last 30 days. It cross-references this against the CRM engagement history — how long the company has been in the funnel, what content they've engaged with, and what the last rep notes say. The output is a structured account summary that captures what's changed recently and what's relevant to the conversation — not a static company background pulled from a 12-month-old enrichment pass.

Knowing the company is half the prep. Knowing who's in the room is the other half. The agent profiles each meeting attendee: their title, tenure at the company, prior engagement history with the account (calls attended, emails opened, content viewed), LinkedIn activity from the last 30 days (posts, comments, topics engaged with), and their decision-making role in the purchase (economic buyer, champion, evaluator, blocker). Reps walk in knowing who they're talking to — not discovering it in the first 5 minutes of the call.

A first discovery call requires different talking points than an evaluation stage demo or a pricing negotiation. The agent generates talking points calibrated to the deal stage in the CRM: discovery calls focus on open questions to uncover the real buying driver; evaluation calls focus on competitive differentiation and proof; proposal calls focus on commercial framing and objection handling; renewal calls focus on expansion and risk mitigation. Each talking point is grounded in something specific about the account — not generic sales playbook advice dressed up with the company name.

A brief that requires the rep to log into a tool to find it before a call doesn't get read. The agent delivers the brief as a formatted email to the rep 30–60 minutes before the scheduled meeting — concise enough to read in 3 minutes, detailed enough to be genuinely useful. The email contains the account summary, attendee profiles, talking points, and any urgent signals (a competitor announcement from yesterday, a relevant news story from this morning). The brief is in the rep's inbox before they open the call, not in a tool they'd have to remember to check.