AI automation for the workflows your business already runs.
I help teams find the parts of their business where AI and automation can safely save time, reduce manual follow-up, improve handoffs, and create clearer operating systems. The work is not a chatbot demo. It is process mapping, integration, measurement, and production-ready automation.
Useful AI work starts with the workflow.
The best first automation is usually boring: an inbox, a CRM update, a quote, a weekly report, or a handoff that slips when people get busy. The job is to pick the right target, keep humans in the loop for important actions, and measure whether the system made the business better.
- AI is useful when it is attached to a real process, real data, and a clear owner.
- Important actions need scoped access, review points, and a way to recover from bad output.
- Automation should show saved time, faster response, fewer misses, or better conversion.
- The goal is not another tool subscription. The goal is a working operating system.
What I can help with
These are entry points for a conversation. Each one starts from an outcome, then backs into the right system design.
AI Automation Opportunity Audit
Find the highest-value workflows to automate without risking core business operations.
Operators and founders who know manual work is costing them but need a practical first move.
What you get- Workflow inventory
- Automation opportunity matrix
- First-pilot recommendation
- Safety and measurement plan
Workflow Pilot Build
Ship one real automation from idea to production with logging, fallbacks, and human approval where needed.
Teams ready to automate one painful workflow and prove value before a wider rollout.
What you get- Working automation
- Existing-tool integration
- Error handling and retries
- Documentation and handoff
AI-Native Team Workflow Setup
Help a team use AI coding and ops agents in a structured, repeatable way instead of scattered prompts.
Engineering teams adopting Claude, Codex, GitHub agents, or internal AI workflows with real guardrails.
What you get- Repo-specific agent instructions
- Planning and review loop
- Task breakdown templates
- CI and test gates
Revenue And Ops Automation
Connect forms, CRM, email, analytics, and reporting so follow-up and visibility improve without another manual dashboard.
B2B teams and service businesses with leaky intake, handoffs, reminders, or underused HubSpot-style systems.
What you get- Workflow map
- CRM/list/form wiring
- Analytics events
- Reporting or digest flow
Technical Content And Demo Systems
Turn complex technical products into demos, docs, tutorials, and automation that developers can inspect and trust.
Developer-product teams that need technical proof, working examples, and docs that stay close to the source.
What you get- Demo or tutorial plan
- Runnable example implementation
- Docs and README automation
- Distribution-ready proof assets
Good first workflows
These are the kinds of repeated business processes that often have enough structure to automate safely and enough drag to be worth fixing.
- Lead intake and qualification
- Email triage and routing
- CRM updates and follow-up reminders
- Quote and proposal drafting
- Meeting notes into action lists
- Support classification and escalation
- Internal knowledge lookup
- Weekly reporting and status updates
How the work runs
Start narrow, prove value, and expand from a system that works instead of a promise that sounds impressive.
Map the workflow
Find the repeated handoffs, manual checks, data sources, approvals, and failure points before touching tools.
Pick the first useful automation
Rank ideas by value, risk, complexity, and data readiness so the first build has a clear business reason.
Build with controls
Use scoped access, logs, retries, fallbacks, and human review for actions that can affect customers or money.
Measure before expanding
Track saved time, completion rate, manual overrides, failures, and follow-up speed before widening the system.
Fit
Good fit
- You have repeated work that already happens in email, forms, docs, CRM, spreadsheets, tickets, or internal tools.
- You care about saved time, response speed, fewer missed handoffs, cleaner data, or better follow-up.
- You want a practical first automation before wider AI rollout.
Not a fit
- You want vague AI transformation without a workflow owner.
- You want fully autonomous customer-impacting actions with no review or recovery path.
- You want to replace domain judgment instead of removing repeated low-value work around it.
Have a workflow in mind?
Send the messy version: what happens today, where it gets stuck, what tools are involved, and what would be different if it worked.