Better marketing with AI and good judgment.

I build and test AI marketing workflows on real campaigns.

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AI should help you do your best work.

AI speeds up research, prototyping, and campaign operations. People keep the context and make the decisions.

Read my philosophy
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Practical work for real marketing needs.

Web design, AI and automation, SEO and GEO.

Web design

Sites that clarify your offer and next step.

AI & automation

Human-reviewed workflows that protect quality.

SEO & GEO

Search and AI visibility built on useful information.

Build. Test. Keep what holds up.

Small systems built around real work, with people making the calls.

01

Find the real bottleneck

Start with where work gets stuck, not where AI can be added.

02

Shape a small solution

Build a tool or workflow around the way the work actually happens.

03

Test it in real work

Use it on real campaigns and check the output with human judgment.

04

Keep what holds up

Refine the useful parts, document them, and remove the rest.

I build and test what I use.

I test tools in my own work before bringing proven workflows to yours.

Talk about your project
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  • Human judgment

    People make the calls.

  • Proven quality

    Tested on real campaigns.

  • Shared tools

    Experiments become practical tools.