Live demo output

GP Pre-Call
Intelligence Agent.
Built in a day.

Takes a GP firm name, pulls live enrichment data through Clay configurations, cross-references Salesforce deal history and Gong call data, and outputs a rep-ready pre-call brief in under two minutes. No manual research. No blank pages.

Clay MCP Server Claude AI Salesforce Gong RAG Knowledge Base Node.js
View source on GitHub
Pre-Call Brief · Generated June 5, 2026 · PE Buyout
Apex Capital Partners
$750M AUM  ·  Fund III Close Sept 2024  ·  Q1 2026 Fund Raise
ICP Score
78
Tier 2
AUM
$750M
Active Funds
3
Total LPs
~120
Fund Admin
Excel / Sheets
LP Portal
None
Auditor
Deloitte
Fund Accountant role posted 3 weeks ago. They're staffing around the pain from the Fund III close. Get in before that hire is made. A new headcount costs $100K+ and defers the platform conversation 12 months.
Closed Fund III at $800M hard cap, Sept 2024. LP onboarding wave is underway across 3 funds, all in Excel, no portal. Capital call season is active. This is the moment the pain is most visible to the CFO.
IR Associate posting 6 weeks ago. LP communications pain is being staffed around manually.
Two ops hires together signal $150-200K in annual headcount spend that a platform replaces. Frame it that way with the CFO.
K-1 Prep
With 120 LPs across 3 PE funds, they're either doing K-1s in-house or paying Deloitte per-package rates. Either way, the Excel-to-tax-software rekeying risk is high. Audit readiness is a live concern. This is the CFO's single most stressful annual cycle.
SC
Sarah Chen
CFO
Champion
Owns the NAV model, waterfall, and K-1 process. Her fear is an LP catching an error or an audit finding on internal controls. Open on error risk and audit readiness, not features.
JP
Jennifer Park
Managing Partner
Economic Buyer
Keep her out of it until Sarah is sold. If she surfaces early: "Firms that move off Excel see LP re-up rates improve because investors get portal access and faster reporting."
Opening question
"Sarah, walk me through your K-1 process this past cycle. How many hours did your team spend, and did you get everything out before the April deadline?"
Proof point
"We helped a similar $800M PE buyout firm with 3 funds cut their quarter-end close from 6 weeks to 9 days and eliminate their Big 4 K-1 outsourcing cost entirely in year one."
Stage
Discovery
Opp Value
$72,000
Competition
Allvue
Last Touch
Apr 12, 2025
Apr 12, 2025: Voicemail for Sarah Chen re: K-1 timing. No response logged. Deal has been silent for 59 days.
Live discovery call with Sarah Chen. Focus on quarter-end close timeline and K-1 process. Get Marcus Webb (COO) on the same call if possible to surface the ops scaling angle ahead of the Q1 2026 fund raise.
Under the hood

How the agent builds this brief.

Step 01
Clay enrichment pull
A custom Clay MCP server takes the GP firm name and pulls live enrichment data: AUM, fund count, LP base, admin tooling, and hiring signals from job postings. No manual lookup.
Step 02
Salesforce context
The agent pulls the live opportunity record, deal stage, opp value, competitive intel, and last activity date directly from Salesforce via MCP. No copy-pasting from CRM.
Step 03
RAG knowledge base
A retrieval layer pulls relevant context from a private markets knowledge base: ICP criteria, persona profiles, talk track frameworks, and competitive positioning for fund admin deals.
Step 04
Claude brief output
Claude reasons over the combined context and produces a structured brief: firm snapshot, live signals, pain hypothesis, champion map, talk track, and a specific next step. Ready in under two minutes.
Built in a single afternoon using a custom Clay MCP server, Node.js, and Claude. The architecture is the same one that surfaced $13.3M in stalled pipeline at League. The inputs are different. The system design is not.