01
Inquiries lose momentum
New requests arrive, but ownership, qualification, or the next action remains unclear.
AI + operations automation for founder-led businesses
Turn disconnected work into a reliable lead-to-delivery system.
I help founder-led businesses improve the workflows behind support, follow-up, reporting, and service delivery—using practical automation, clear exception handling, and human review where judgment matters.
Built around your existing process. Tested for exceptions. Documented for human ownership.
Controlled workflow pilot
Automate the repetition. Preserve the judgment.
One defined problem · Human review · Documented handoff
01 Operations ↔ Client Coordination
02 Trust & Safety Experience
03 CRM, LMS & Technical Operations
04 Human-Reviewed Workflow Design
Where friction grows
When work lives in memory, inboxes, and disconnected tools.
The problem is rarely one missing app. It is the invisible space between inquiry, ownership, follow-up, support, delivery, and reporting.
02
Support knowledge stays scattered
Answers depend on who is available, where information lives, and whether someone remembers the latest process.
03
Status requires manual chasing
Founders and team leads spend time collecting updates instead of seeing ownership and exceptions clearly.
04
Automation hides its failures
A happy path exists, but incomplete, sensitive, duplicate, or failed cases have no safe review route.
The operating outcome
Make the next step visible before making it automatic.
The goal is a more controlled process—not automation for its own sake.
Fewer missed steps
Capture the right information, assign ownership, and preserve a visible next action.
More consistent support
Give routine requests a reliable path while routing uncertainty to a person.
Clearer visibility
See what moved, what is overdue, and which cases require review.
More human capacity
Reduce repetitive administration so people can focus on context, judgment, and client care.
Proof you can inspect
From website inquiry to organized follow-up.
A controlled demonstration of capture, validation, ownership, human review, and failure handling.
Demonstration workflow — synthetic data
TriggerCapture inquiryWebsite or Google form
CheckValidate detailsRequired fields & format
RecordMatch or createStructured lead register
RespondAcknowledgeClear next expectation
OwnAssign & follow upNext step + Calendly
SafeguardReview & logExceptions and failures
Standard path Human review Failure alert
01Trigger
Capture the inquiry once
A short form records the contact, company, and process creating the most friction. Sensitive information is explicitly discouraged.
02Decision
Validate before moving
Required information and email format are checked. Incomplete or suspicious entries do not silently enter the normal path.
03Lead record
Match, create, or update
The workflow checks for an existing email, then updates or creates a record in a structured Google Sheets lead register.
04Communication
Set the next expectation
Acknowledgement explains what happens next without overpromising speed, scope, or a result.
05Ownership
Give follow-up an owner
The lead record stores ownership, due dates, and the next action. A Calendly path can be offered when the event URL is configured.
06Safeguard
Preserve the exception
Unsupported, ambiguous, low-confidence, or failed cases move to a review queue, create an activity log, and send an email alert.
A. Reyes · Support workflowOwned
M. Santos · CRM follow-upNew
K. Lim · ReportingReview
Missing companyCheck
Unsupported requestRoute
Email delivery failedRetry
09:12 · Record createdSystem
09:13 · AcknowledgedEmail
09:14 · Owner assignedHuman
| Scenario | Expected path | Visible safeguard |
|---|---|---|
| Complete new inquiry | Create record → acknowledge → assign | Normal path |
| Existing email | Update existing record | Duplicate prevention |
| Missing or invalid detail | Stop standard flow → request review | Human check |
| Record or email failure | Preserve data → log → alert | Failure recovery |
Start with one controlled pilot
The workflow creating the most friction comes first.
Each engagement begins with a defined problem, bounded systems, clear ownership, test scenarios, and human-review rules.
Support & Knowledge Workflows
Give routine requests a clear path while keeping sensitive, uncertain, and high-value cases with a person.
- Request classification
- Knowledge retrieval
- Draft assistance
- Review queues
- Escalation alerts
CRM & Follow-Up Workflows
Give every qualified inquiry an accurate record, an owner, and a visible next action.
- Form capture
- Validation
- Duplicate checks
- Reminders
- Calendly handoff
Reporting & Operational Visibility
Replace manual status chasing with clearer ownership, activity history, and exception visibility.
- Activity logs
- Status summaries
- Overdue alerts
- Review queues
- Founder visibility
LMS & Onboarding Workflows
Improve consistency across enrollment, communication, access, delivery, and support handoffs.
- Enrollment
- Access checks
- Onboarding messages
- Learner support
- Completion handoff
A bounded delivery process
Clear decisions before connected systems.
The implementation is designed to be understandable, testable, and owned by the client.
Discover
Select one costly or repetitive workflow and understand the tools, owners, constraints, and exceptions.
Design
Define the trigger, outcome, responsibilities, review boundaries, failure behavior, and acceptance criteria.
Build
Implement the approved workflow using compatible client-owned tools and limited access.
Test & Launch
Test normal, exception, and failure paths; document the workflow; and obtain approval before launch.
Observe & Optimize
Scope stabilization, monitoring, and improvements separately based on real use and priorities.
Trust is part of the architecture
The workflow should know when to stop and ask.
AI can assist, but it is not infallible. Sensitive decisions, uncertainty, and system failures need a visible human route.
Use what already works
Existing tools are assessed first. Replacement is recommended only when a genuine reliability, integration, security, or usability limitation exists.
- Process before platform
- One to three systems in a pilot
- Changes explained before approval
Preserve human judgment
Ambiguous, sensitive, low-confidence, high-value, complaint, policy, payment, and account-action cases remain reviewable.
- Clear review boundaries
- Named ownership
- No fully autonomous high-risk decisions
Make failure visible
Where appropriate, the workflow preserves the original information, records the error, queues the item, and alerts the responsible person.
- Activity history
- Failure alerts
- Documented recovery
About Leo
Operations experience behind the automation.
I became interested in automation by working inside operations—where repetitive administration, disconnected systems, and unclear follow-up affect both teams and clients.
My background includes coordinating between operations and clients, supporting technical systems, and handling confidential or Trust & Safety work. That experience shapes how I approach automation: practical enough to use, visible enough to manage, and careful about the situations that still require a person.
“Automate the repetition. Preserve the judgment.”
Free Workflow Opportunity Audit
Start with one workflow—not a complete operational overhaul.
We will examine one repetitive or disconnected process and identify the safest practical next step.
01
30-minute focused conversation
Bring one process, the tools involved, and the point where work gets delayed or missed.
02
Brief recommendation email
Receive a practical 150–300 word recommendation within two business days after the audit.
03
No pressure to automate everything
If a controlled pilot is appropriate, the scope and custom proposal come before any work begins.
Prefer to talk through the workflow? Choose a convenient time directly.
Book a 30-Minute Discovery CallBefore you request an audit
Clear answers to practical concerns.
The first engagement is deliberately bounded so you can evaluate the process before expanding it.
We examine one repetitive or disconnected process, identify where work may be delayed or duplicated, and discuss whether automation could improve it. You receive a brief recommendation email afterward; the audit does not include a complete technical blueprint or implementation.
Whenever practical, yes. I begin with the existing tools and process. If a system can support the proposed workflow reliably, it remains part of the solution. If a serious limitation exists, I explain the issue and alternatives before recommending a change.
Yes. AI is useful, but it is not infallible. Sensitive, ambiguous, high-value, or low-confidence situations should not depend on an AI-generated decision alone. Those cases can be routed to a person for review, correction, or approval.
The goal is to reduce repetitive administration, improve consistency, and create clearer visibility—not remove valuable judgment. People remain responsible for sensitive decisions, exceptions, and client situations requiring context or empathy.
The first engagement is a controlled pilot. The existing process is mapped before changes are introduced, test data is used where appropriate, exceptions are reviewed, and the client approves the workflow before launch.
A typical pilot focuses on one defined problem, one trigger, one outcome, and one to three systems. It may include workflow design, implementation, testing, exception handling, documentation, and handoff. The proposal defines the exact inclusions and exclusions.
Pricing is not currently published because workflows differ in complexity, integrations, access, testing, and support. Qualified opportunities receive a clearly scoped proposal after the audit, with no obligation to continue.
Where appropriate, a reliable workflow preserves the original information, records the error, places the item in a review queue, and notifies the responsible person. The exact recovery behavior depends on the systems and importance of the task.
Client-owned invitations and limited role-based access are preferred. Credentials should be shared only through an approved secure method when necessary—not through ordinary email or chat. Access, permissions, and removal procedures are agreed before implementation.
Implementation concludes with agreed testing, documentation, handoff, and acceptance. Monitoring, stabilization, optimization, or ongoing support can be scoped as a separate engagement when needed.
Start with the workflow creating the most friction.
No obligation and no pressure to automate everything. We will examine one process and identify the safest practical next step.