Content engine
Research → draft → review → publish loop that feeds the carousel and shorts machines.
PythonLLM routingeval harnessAPI pipelines
1,000,000+ Instagram impressions in June 2026
AI Workflow Architect — I build AI automations, systems, and content engines that run on autopilot.
Ferdi
I build systems that automate, implement and create.
I spent 12 years running a 3,000+ event photography business — 16 years behind the camera. Then I automated it from the inside: the systems I built drove 1,000,000+ impressions in June 2026.
The systems
Every system here was built for one business first — mine — and proven under real pressure. The next one is yours.
Carousel post maker
Pain point + solution in → researched, verified, hooked, designed carousel out. Versioned, checksummed, repeatable.
Pythonresearch APIdesign pipelineversioned assets
6 hours → 30 minutes per post
Whiteboard Copilot
Talking-head video → animated whiteboard explainer with visuals, paraphrase and truth-checks.
WhisperLLM paraphraseFFmpegmotion templates
1 hour of talking → 5 videos shipped per week
EDL shorts factory
Long-form transcripts → scored edit-decision lists → QA'd, taste-audited renders. Every cut chained to source truth.
WhisperXscoring modelEDL generationrender QA
60+ shorts generated from existing content
Autopilot CRM
Payments, Gmail, bookings and automations unified into one in-house system.
PostgreSQLGmail APIStripeworkflow engine
$5,000+/yr of subscription spend eliminated
kyurate.ai
Vision-based photo sorting: 1,000 random photos → auto-tagged, grouped sets.
vision modelauto-tagginggrouping pipeline
Manual sorting replaced across thousands of files
Website systems
4+ AI-assisted websites — a social hub, a CRM, a blog, and more.
HTML/CSS/JSFirebaseAPI wiring
Websites, built with AI — researched, built and shipped the same way.
How I can help
You bring the bottleneck. I build the system.
Your problem
- Manual admin eats your hours
- Lead follow-up slips through
- Content takes too long to make
- You can't scale without hiring
My process
- 1 Listen & map goals
- 2 Research the system
- 3 Develop the automation
- 4 Produce & prove it works
- 5 Hand over & train
What you get
- 6 hrs → 30 min per carousel post
- 1M+ impressions in a single month
- $5,000+/yr subscriptions eliminated
- 3,000+ events · 30+ person team run on it
A business built by hand, now run by AI systems
I started ferdi.photography in 2014 and spent 12 years building it into a 3,000+ event operation with a 30+ person team — 16 years behind the camera, 120+ reviews at 4.9, still arriving. Then I automated it from the inside: AI pipelines that research, produce, and deliver the work themselves. I build systems, prove them with results, and hand them over so the team owns them.
Tell me what's eating your hours.
Automation, implementation, or creative AI — if it's repetitive, I've probably already built a system for it.
I reply fast — usually within a day.