AI Offices

22+ Agents in Production

An agent platform that runs three business functions end to end, not a chat window.

AI Offices

Agents that act on real operations, not just answer questions.

AI Offices is the agent platform behind Buckler. Built on AWS with direct AI lab subscriptions, it organises 22+ agents into squads that own a business function end to end — technology operations for client companies, demand generation, and client-dedicated automation.

What it changes for the business

Work gets completed, not just answered.Agents act on the systems the company already runs — mail, calendar, files, tickets — so the output is a finished task rather than a suggestion to act on.
Capacity that does not require headcount.A squad owns a business function end to end, which is what lets a small organisation carry the operating load of a much larger one.
No lock-in on a single AI vendor.Direct subscriptions to four labs mean each task runs on the model that suits it. A price rise or an outage at one provider is a configuration change, not a migration.
Every action is attributable.Agents authenticate as the organisation, not through a shared account, so what they did can be audited and their access revoked like any employee's.

Architecture

AI Offices is a platform of 22+ AI agents running on AWS with its own orchestration layer and direct subscriptions to Anthropic, OpenAI, DeepSeek and MiniMax rather than a single reseller. Agents are organised into squads, each owning a function end to end.

AWS

Linux

Three business functions

CTO as a Service — the squad that runs technology operations for client companies. Growth Partner — the MaJandro five-pillar framework executed inside Weblox. Agents as a Service — agents built and dedicated to a single client's processes.

Language & Technology

Python backend, containerised with Docker and deployed through a CI pipeline with end-to-end test coverage. The frontend is React, sharing the component, auth and state packages used across every Buckler product.

Python

React

AI models

Agents are not tied to a single vendor. AI Offices holds direct subscriptions to Anthropic, OpenAI, DeepSeek and MiniMax, and routes each task to the model that suits it — reasoning depth, speed or cost — without the client changing anything.

Anthropic

OpenAI

DeepSeek

MiniMax

Why it matters

Most agent demos stop at a chat window. AI Offices is wired into the operations it serves — the agents act on real state in IT Ops, Work Balance and Weblox, which is what turns an agent from a toy into a colleague.

Integrations

Agents act on the systems a client already runs rather than on a copy of their data. Today that means Microsoft 365 through Microsoft Graph and Google Workspace — mail, calendar, files and directory — with the agent authenticating as the organisation, not as a shared account.

Microsoft 365

Google Workspace