№ 05 · How I work with AI
The stack,
unredacted.
"AI-native" gets thrown around a lot. This is what it actually looks like for me: the tools I run, what I use them for, and three loops I've put into production. No mystique.
Tool
Category
Use case
Cadence
Claude (Sonnet + Opus)
Reasoning
ReasoningStrategy docs, GTM positioning, comparison-page drafts, copy critique.
Daily
ChatGPT (o-series)
Reasoning
ReasoningCAC/LTV reasoning, ad-account anomaly detection.
Daily
Cursor
Ops
OpsLanding pages, tracking scripts, internal dashboards. I ship code.
Weekly
n8n
Automation
AutomationAd-creative pipelines, lead enrichment, lifecycle triggers.
Daily
Apify
Research
ResearchSERP and competitor scraping feeding into LLM analysis loops.
Weekly
Midjourney + Runway
Creative
CreativeAd creative and storyboard variation for paid social testing.
Weekly
HubSpot + Segment
Data
DataMarketing source of truth that feeds LLM analytics.
Daily
Perplexity + Exa
Research
ResearchReal-time research for content briefs and competitive intel.
Daily