Generation
Multi-provider AI pipelines for image and copy production, with quality rating and selection built in so volume never costs you consistency.

Tucson, Arizona
AI production pipelines, content systems, and the tooling that makes them run. Fifteen years of marketing work, rebuilt as software.
How it works
Not strategy. Not taste. Volume, consistency, and the boring machinery that keeps both going after the enthusiasm runs out. That machinery is what gets built here.
Multi-provider AI pipelines for image and copy production, with quality rating and selection built in so volume never costs you consistency.
The unglamorous middle: API integrations, publishing workflows, asset management, and the scripts that move work from generated to live without a human in the loop.
Analytics and Search Console pulled programmatically rather than clicked through, so the reporting is a query and not an afternoon.
Selected work
Built and in production, not case-study mockups.
An end-to-end print-on-demand pipeline: AI image generation, automated quality rating, 4x upscaling, and product creation pushed live through the Printify and Etsy APIs.
In-house marketing and digital content for a Tucson wedding venue. Organic social, content production, and paid distribution run as one system.
This logo was not modelled by hand. Its centerlines were recovered from the raster, rebuilt as a layered circuit board in code, and verified against the original at 96% silhouette coverage.
Writing
What actually works in AI content production, what quietly does not, and the specifics underneath both. Written from things that shipped.
Read the blogShop
Desert and pet designs produced through the same generation pipeline described above. Printed and shipped on demand.
Visit the Etsy shopNo cost, no pitch
I run your site through the same tooling I use on my own: technical health, search visibility, and where the obvious gaps are. You get the findings. There is nothing to buy at the end of it.