About

Founder-Led.
Built for Discretion.

Your engagement stays with the founders from strategy through transfer. The office owns the data, the workflow, and the measured result.

2Founders 600+Specialist network SydneyAsia-Pacific delivery

The thesis

From Strategy to a System the Office Owns.

01The problem

AI strategy creates value only when it reaches production.

  • A roadmap must connect to a funded office workflow.
  • The system must fit how the office already runs.
  • The result must be measurable.

02The shift

The model is only one part of the operating system.

  • One governed data foundation.
  • AI and the office work from the same state.
  • Controls are designed for discretion.

03The order

The data foundation comes before the AI.

  • Align & bound: name the workflow, write the spec.
  • Prove in control: build the governed data layer.
  • Augment & transfer: deploy, measure, and hand ownership over.

04The shape

A build partnership, not a self-serve tool.

  • The 90-day pilot runs at break-even.
  • Value is measured before anyone talks about scale.
  • The office keeps the foundation.

Founders

The Founders Leading the Work.

01

Sameer Chib

Founder · Strategy

Focus
Strategy · office workflow design · measured outcomes
Record
Operator-side AI for family offices and family capital
Base
Sydney, Australia

Leads strategy and workflow design across every engagement, keeping the work tied to a measurable office outcome.

The strongest AI programme starts with one office decision worth improving.
02

Ansh Mudgil

Co-founder · Data and Business Operations

Focus
Data architecture · pipelines · governance
Record
Y Combinator alumnus · data and operations
Base
Australia

Leads the data architecture, pipelines, and governance required to move each office workflow safely into production.

Reliable AI begins with governed data and a system the office can trust.
2
Founders

Directly accountable from strategy through delivery.

600+
Delivery network

Vetted specialists activated for each engagement.

24-36
Scale horizon

A 90-day measured pilot establishes the foundation the office keeps.

ASI remains accountable as partner-of-record while specialist capability scales around the engagement.

House line

What Guides Every Engagement.

  1. 01 The office result is defined before implementation begins.
  2. 02 Decision time is measured from signal to approved action.
  3. 03 AI acts only on governed, traceable office data.
  4. 04 Consequential actions remain under office approval.
  5. 05 A workflow is complete only when it runs reliably in production.

Start with a Private Briefing.

Tell us how the office runs. If a 90-day measured pilot is the right next step, we will say so.

Private briefing