AI & AUTOMATION OPERATIONS

I build reliable systems that turn business processes into automation.

I design AI-powered business systems using n8n, GoHighLevel, APIs, CRM systems, and LLMs — with reliability, data integrity, and maintainability built in.

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TOOLS & TECHNOLOGIES

Systems I build with.

n8n n8n
HighLevel
OpenAI
{ } APIs
↔ Webhooks
JavaScript JavaScript
CRM CRM
zapier

SELECTED PROJECTS

Systems built for reliability.

Click a project to inspect the architecture, reliability decisions, and workflow proof behind the build.

SYSTEM RELIABILITY

Built for the failure paths,
not just the happy path.

A production-minded automation should preserve data, control failures, prevent duplicates, and keep CRM state predictable when external systems do not cooperate.

01INPUTReceive
02VALIDATEProtect
03PROCESSTransform
04API / CRMExecute
05VERIFYConfirm
RELIABILITY_DIAGNOSTIC ARCHITECTURE SIMULATION
> run system_check --production-minded
DATA_PRESERVATIONPASS
INPUT_VALIDATIONPASS
DUPLICATE_PREVENTIONPASS
IDEMPOTENCY_CONTROLPASS
API_ERROR_CLASSIFICATIONPASS
CONTROLLED_RETRY_LIMITSPASS
CRM_DATA_INTEGRITYPASS
AI_OUTPUT_GUARDRAILSPASS
HUMAN_HANDOFFREADY
09 CHECKS COMPLETED SYSTEM ARCHITECTURE: PRODUCTION-MINDED

I don't design automations around the assumption that everything works. I design around what happens when it doesn't.

AUTOMATION DEPLOYMENT MAP

Where automation creates
operational leverage.

I connect fragmented business processes into reliable systems — moving information, decisions, and follow-up between the tools where work actually happens.

01
LEAD CAPTUREValidate · deduplicate · enrich
02
SALES / CRMQualify · route · update
03
FOLLOW-UPReactivate · classify · schedule
04
INTERNAL OPSOrchestrate · hand off · recover
05
REPORTINGStructure · track · surface

SYSTEM LAYER

Automation · AI · APIs Orchestration · integration · reliability

BUSINESS OUTCOME

01FASTER RESPONSE
02CLEANER CRM DATA
03LESS MANUAL WORK
04CONSISTENT FOLLOW-UP
05VISIBLE OPERATIONS
BUSINESS PROCESS AUTOMATION ARCHITECTURE MEASURABLE OPERATIONS

OPERATIONS DNA

Built from operations.
Engineered for automation.

My approach to automation comes from working inside structured operations — where process, consistency, handoffs, and failure handling matter before any tool is introduced.

01

FOUNDATION

OPERATIONS

Execution · consistency · discipline
02

TRANSLATION

PROCESS THINKING

Map · standardize · improve
03

ARCHITECTURE

SYSTEM DESIGN

Logic · APIs · CRM · reliability
04

IMPLEMENTATION

AI AUTOMATION

n8n · GoHighLevel · AI · orchestration

OPERATING PRINCIPLE

I don't automate tasks in isolation. I understand the operation first, then engineer the system around it.
01 PROCESS BEFORE TOOL Understand the workflow before choosing the automation.
02 FAILURE PATHS MATTER Design for retries, validation, handoff, and recovery.
03 DATA MUST SURVIVE Preserve context and CRM integrity across every step.
04 BUILD FOR OPERATIONS Systems should remain understandable and maintainable after launch.
OPERATIONS EXPERIENCE PRODUCTION-MINDED SYSTEMS AI AUTOMATION ARCHITECTURE

SYSTEM INTAKE

Have a process that
should be automated?

Tell me where the workflow breaks, where manual work accumulates, or where your systems stop talking to each other.

DISCOVERY_DIAGNOSTIC PROJECT INTAKE
01
PROCESS

What currently happens manually?

02
SYSTEMS

What tools need to communicate?

03
FAILURE POINTS

Where does the process break?

04
OUTCOME

What should the system accomplish?

AVAILABLE FOR AUTOMATION PROJECTS

Start with the operation. Then design the system around it.

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