work-with-us commercial spine
AI-enabled operating systems for businesses with expensive friction.
We help established, operationally complex businesses map, clean, and automate the workflows that slow teams down.
01 / who this is for
real operations, real drag
For companies where work gets trapped between people, tools, documents, approvals, and follow-ups.
Machine Leverage works best with owner-led and operationally complex companies that already have real work in motion and need a practical way to turn AI into operating leverage.
- The company has real revenue and real operations, not just an idea.
- The team already uses software, but work still leaks through inboxes, spreadsheets, and meetings.
- Important knowledge lives in people's heads.
- Leaders know AI matters but need a practical starting point.
02 / problems we fix
where the drag lives
Manual reporting
Slow follow-ups
Scattered files
Handoff problems
Spreadsheet sprawl
Approval bottlenecks
Repetitive admin coordination
03 / ways to work together
start focused, expand where useful
offer / 01diagnostic
Operations Review
A focused working session to map workflows, identify AI leverage points, and define the first useful system to build.
Book an operations reviewoffer / 02sprint
AI Operations Quick Wins Sprint
Short implementation sprint focused on practical workflow improvements and automations.
Apply for an operations reviewoffer / 03prototype
AI Knowledge Prototype
Prototype that turns scattered documents, policies, notes, and procedures into searchable working memory.
Apply for an operations reviewoffer / 04ongoing
Fractional AI Operator
Ongoing strategic and implementation support for businesses that need a practical AI/operator layer.
Apply for an operations review
04 / first 30 days
review to first system
Map real workflows
We look at how work actually moves through inboxes, meetings, documents, spreadsheets, tools, and people.
Find leverage points
We identify where AI can help, where it cannot, and where the workflow needs cleanup first.
Select the first useful system
We choose one workflow where a practical system can reduce drag without overbuilding.
Build or prototype
We turn the selected workflow into a working artifact, assistant, loop, index, or report flow.
Train the team
We fit the system into the way the team already works and keep human review where judgment matters.
Measure adoption and next steps
We look at use, friction removed, and the next sensible system to build.
05 / examples
sample artifacts, not fake claims
Concrete systems before broad promises.
The work usually starts as a visible artifact: a workflow map, searchable knowledge index, follow-up loop, admin loop, reporting flow, or SOP assistant. These are examples of what can be built, not invented client case studies.
Where work gets stuck, what should change, and which systems are worth building first.
A searchable layer over documents, procedures, policies, notes, and working context.
A structured loop for quotes, renewals, requests, client communication, or internal handoffs.
Human-reviewed coordination for reminders, summaries, intake triage, and recurring status work.
Clean recurring reports from scattered inputs, built for visibility rather than vanity metrics.
An internal assistant grounded in company procedures for training, onboarding, and manager support.
06 / start review first
Start with an operations review.
We map the drag, identify the first useful system, and give you a practical path forward.