Growth systems
Acquisition, funnels, testing, and conversion.
Growth engineering · SEO · data · automation · experimentation
More customers. Less guesswork.
I help companies attract customers, improve conversion, and build the technology that makes growth easier to measure and manage.
What I do
The technical side of growth.
From getting more customers to making better use of your data.
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
Here's how I'd approach it.
01
Grow organic traffic
Find the searches that matter, build pages worth visiting, and measure whether they bring in customers.
Search → revenue system.map
page opportunity
82
intentHigh
traffic12.4k
conv.4.8%
02
Automate repetitive work
Connect the tools you already use, cut unnecessary steps, and keep important work from falling through the cracks.
Signal → action system.map
Trigger Signal event received
Process Enrich add context
Route Route apply rules
Action Act write + notify
03
Where AI actually makes sense
Use AI for the messy parts of a task, and ordinary software for the parts that need to be exact.
Input → validated action system.map
evaluation
reviewed
model output
→
validation
schemapass
confidence0.94
next action approved → execute
Tools
A few tools to make work easier.
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 project that needs an extra pair of hands?
Tell me what you're working on. I'm available for projects, short-term support, and ongoing collaboration.