Agentic investing team

One GP, five specialist agents, one system of record.

GPAgent gives each team member a clear job, a durable place to write, and an activity trail the GP can trust.

SourcingFinds companiesInvestmentStudies the bestRelationshipBuilds accessPortfolioCompounds valueGPAgentbacking store, rails, guardrails, RunActivityGPLPs

Build Your Agentic Investing Team On GPAgent

GPAgent is the platform for GPs who want agents to operate like real investing team members.

Bring your own agent runtime, OpenClaw, Hermes, or your own system. GPAgent provides the backing store, API rails, UI, guardrails, and activity ledger that keep the team coherent. The goal is not automation theater. The goal is a sharper fund: better sourcing, better selection, better access, better portfolio support, and better LP outcomes.

This guide is derived from docs/AGENTIC_INVESTING_TEAM.md, the canonical internal team document. It must not diverge from that source. If the canonical roles, boundaries, or phase plan change, this public guide must change with it.

The Investing Team

Sourcing Analyst

Finds alpha before it is obvious.

The Sourcing Analyst discovers companies from sources like YC, enriches them with market and founder context, scores them against the GP's investing lens, and introduces the most relevant companies into the pipeline with a clear rationale.

Investment Analyst

Turns sourced companies into investment attention.

The Investment Analyst reviews the best opportunities, writes the reasoning a GP can trust, and moves the strongest companies into the human queue for founder conversations. It keeps the GP's attention scarce and intentional.

Relationship Manager

Builds access.

The Relationship Manager turns fund work into relationship momentum: calendar-to-CRM updates, founder connection queues, meeting context, follow-up actions, and LinkedIn growth rooted in real investing activity. Today, GP LinkedIn growth belongs here.

Portfolio Analyst

Compounds alpha after investment.

The Portfolio Analyst reads portfolio updates, extracts metrics and risks, identifies where the GP can help, and turns company progress into structured intelligence for the GP and LPs.

Future GP Brand Strategist

Narrates alpha.

The future GP Brand Strategist will turn actual fund activity into public narrative: founder lessons, market themes, and LinkedIn posts. It should be grounded in real GPAgent activity, not generic marketing prompts.

What GPAgent Owns

GPAgent is the durable center of the team:

  • The fund's canonical company, deal, founder, relationship, portfolio, and LP data.
  • API rails and scripts that agents use to write structured work.
  • UI surfaces where a GP can inspect, approve, and act.
  • Guardrails for tenant scoping, permissions, duplicate checks, ownership, and stage hygiene.
  • A RunActivity ledger that records what each team member did and whether the work actually succeeded.

The runtime can be whatever the GP prefers. GPAgent should remain the system of record.

How The Team Works

The Sourcing Analyst finds and qualifies companies. The Investment Analyst studies the best ones and prepares them for founder conversations. The Relationship Manager builds access and relationship momentum. The Portfolio Analyst supports companies after investment. The future GP Brand Strategist turns the real work into public narrative.

That sequence matters because each agent is doing a job a GP already understands. The product is not a bag of prompts. It is an investing team with clear ownership.

Why The Ledger Matters

Agentic work has to be auditable. A scheduler saying "ok" is not enough.

GPAgent's RunActivity ledger records who acted, what ran, what changed, what was checked, whether delivery succeeded, what failed, and what is safe to do next. That makes an investing team inspectable by a GP, recoverable by an operator, and safe enough to run across multiple funds.

A Simple Example

A GP uses OpenClaw to trigger a Sunday sourcing run. GPAgent syncs the latest YC batch, enriches the companies, writes qualified deals, sends a digest, and records what happened. The Investment Analyst reviews the strongest companies on Monday and moves a few into the GP's founder-conversation queue. The Relationship Manager prepares relationship actions. When the fund invests, the Portfolio Analyst tracks updates and turns progress into LP-ready intelligence.

The agents do real work. GPAgent keeps the work durable.

Current Roadmap

The current build order has completed canonical docs, single-writer cleanup, and the first RunActivity implementation. Next comes cron rebuild and heavy dry/wet testing around the canonical scripts, then CRM cleanup, then outreach prep.

The CRM cleanup phase comes before outreach prep and starts by asking the GP clarifying questions about current company reality. That matters because an agent should not prepare founder outreach from stale deal stages.

Non-Divergence Rule

This public guide is a polished surface, not a separate source of truth. Product claims here must trace back to docs/AGENTIC_INVESTING_TEAM.md or another canonical GPAgent repo doc. Public language should translate internal implementation details into human investing language, but it must not create a different role model, roadmap, or ownership boundary.