Use cases

One recurring job.
A better way to run it.

Starting points for teams whose work depends on context, repeated decisions and cross-tool coordination. These are illustrative workflow patterns, not published client case studies or measured results. Start with one job and agree how to test it.

First workflows
Symptoms mapped to operating layers

Start where context is expensive and repetition is visible.

U / 01

Legal teams

Pain

Matter context, drafting standards, templates, and review rules are scattered across documents, inboxes, and individual lawyers.

First workflow

A governed matter workspace with knowledge ingest, source-linked drafting, approval gates, and reusable playbooks.

U / 02

Finance teams

Pain

Models, assumptions, reporting logic, and commentary live in fragile spreadsheets and manual review loops.

First workflow

An agent-native finance workspace with deterministic model logic, scenario runs, audit trails, and narrative reporting.

U / 03

Operations teams

Pain

Work moves through tools, exceptions, Slack threads, and undocumented operator judgment.

First workflow

A workflow map that turns recurring decisions into schemas, approvals, routing rules, and eval-backed automations.

U / 04

Professional services

Pain

Client delivery depends on senior context, old proposals, scattered methodology, and repeated scoping work.

First workflow

A delivery memory layer that turns prior work into reusable scoping, research, proposal, and quality-control systems.

U / 05

Knowledge teams

Pain

Research, decisions, source material, and output standards do not compound across projects.

First workflow

A source-grounded knowledge layer where agents can retrieve, compare, draft, and cite against governed company memory.

U / 06

Founder-led companies

Pain

The founder still carries the real operating system in their head while SaaS tools hold fragments of it.

First workflow

A founder operating layer that captures principles, decisions, customer logic, recurring workflows, and delegation rules.

What should your company
stop doing by hand?

Bring one process that is slow, fragile or hard to change. We will look at what a useful first version could do.

Scope, cost and operating responsibilities are agreed before a build starts.