Graph Advisors

Forward Deployed Engineering / Central Memory Layer

Your company already has the knowledge.
It needs a memory layer.

One private system of context, owned by your company, so people can use what the business knows without rebuilding the picture every time.

01 / The operating picture today

Your business runs across systems, people, and files. The information needed to run it does too.

Operating context sits across people, inboxes, systems, and files. Every acquisition, client, project, or change creates another partial picture.

Decision in emailNumbers in financeEvidence in filesHistory in people

Before anyone can make a decision or act, they spend time recreating context. A memory layer gives the organization one source of context without forcing everyone into a new application.

02 / The system tomorrow

Every source feeds one private memory layer.

The web app is one window, not the asset. Your existing interfaces can read from the same company owned foundation.

Built for the systems you have now, and ready for future tools through MCP.

03 / How we build it

We build it with your team, on your rails.

Graph is not selling a product license. We embed with the firm, make the capability useful in real work, and leave you with a system you control.

01

Map the work

We start with the decisions, handoffs, and evidence your team already depends on.

02

Build on your rails

We establish secure access, connect the right sources, and create the memory and interfaces around real work.

03

Embed and hand over

We work alongside the team until the capability is useful, then hand over the code, data model, and operating system.

04 / What you own

The capability stays with the company.

Your data, code, schemas, workflows, and operating model remain yours. Future tools can connect to the same foundation instead of creating a new point of lock in.

  • Data modelThe structure that makes your operating context usable.
  • Code and infrastructureThe system that runs on your preferred rails.
  • Workflows and accessThe practical rules that make it useful and secure.
  • Future interfacesThe ability to connect new tools through MCP as the work evolves.

05 / What it can look like

A firm memory layer, built around real operating work.

A concrete example for a team whose history already exists, but is not yet available as one governed record.

Example 01 / Tier 1 VC / New York

$1B+ under management

Firm history is available where the team works.

A top tier VC has continued to invest in the best startups while the firm has operated through email, messages, and Airtable. The record is there. It is just hard to use as one picture.

The system

VCOS Brain

A private memory layer the firm owns, with fresh context from its systems and ten years of history accessible in Claude, email, and a web app.

ClaudeEmailWeb app

Why it works

  • Compliance and legal teams can work from the same governed record.
  • The software runs on the firm’s own system, with access designed for the work.
  • The team can use it together from the start, not through one person’s account.
  • New data can continue to arrive from the systems the firm already uses.

The choice

01

Hand the operating picture to another AI system

Give a third party broad administrative access, open APIs, MCPs, and email. Monitor cost, releases, permissions, and context limits. Hope the product still fits as the work changes.

02

Build a company owned system with Graph

Keep the code, data model, and operating rules with the firm. Each question, decision, and piece of institutional knowledge has a durable place in a system the team can keep building on.

06 / Start with the work

See what a memory layer could look like for your business.

We start with the context your team already has, the decisions that matter, and the interfaces people already trust.