Growth systems
Acquisition, funnels, testing, and conversion.
Growth engineering · automation · data
Build growth systems that compound.
I build software, automation, data systems, and experiments that make growth easier to run and measure.
What I do
Engineering for growth.
Across acquisition, automation, analytics, and product.
AI & automation
LLM workflows, research, and internal tools.
Data & analytics
Tracking, enrichment, pipelines, and reporting.
Product engineering
Fast, useful software tied to business goals.
Software
Tools I work across
Growth Playbooks
Practical systems for common growth problems.
01
Build a measurable SEO growth engine
Turn search demand into qualified traffic, conversion, and revenue.
Search → revenue system.map
page opportunity
82
intentHigh
traffic12.4k
conv.4.8%
02
Automate the path from signal to action
Connect signals, enrichment, routing, and follow-up without brittle workflows.
Signal → action system.map
Trigger Signal event received
Process Enrich add context
Route Route apply rules
Action Act write + notify
03
Use AI where it creates leverage
Use models for fuzzy work and conventional software for everything that should be deterministic.
Input → validated action system.map
evaluation
reviewed
model output
→
validation
schemapass
confidence0.94
next action approved → execute
Articles
Implementation notes and how-tos.
Tools
Useful tools for growth work.
Token Calculator
Estimate prompt size.
estimated 1,248 tokens
words842
chars4.9k
AI Model Cost Calculator
Compare API costs.
ModelInputTotal
Luna lowest cost
$0.05 $0.010 Flash standard
$0.30 $0.054 Sol standard
$1.00 $0.200 Sonnet standard
$2.00 $0.400 UTM Builder
Build tracking URLs.
URL example.com/launch
Sourcelinkedin
Mediumsocial
Campaignoct-launch
?utm_source=linkedin&utm_medium=social&utm_campaign=oct-launch
Contact
Have a growth problem worth solving?
I work on growth systems, automation, data, and product engineering.