Start Diagnostic
Reliable AI starts with context.

Turn duct-taped chaos into context-engineered systems founders can trust

I build AI backbones that survive Monday morning chaos. No more brittle Zapier chains or vibe-coded hacks — just reliable, adoption-ready systems that give you freedom to grow.

Context → Clarity → Adoption

1
Map Chaos
Identify brittle handoffs & silent failures
2
Engineer Context
Build reliable patterns with monitoring
3
Ensure Adoption
Systems that survive real-world pressure

The backbone of AI is context

Stop building on duct tape. Start engineering systems that actually work when you need them most.

⚠️

Duct-Taped Chaos

  • Zapier chains that break at 2 AM
  • Silent failures with zero visibility
  • Brittle handoffs between tools
  • Vibe-coded prompts that drift over time
  • Context lost at every integration point
🛠️

Context-Engineered Backbone

  • Monitored flows with retry logic
  • Context that survives handoffs
  • Adoption-tested workflows
  • Reliable patterns, not prompt hacks
  • Systems that scale with your growth

Services & Revenue Ladder

From quick diagnostics to done-with-you builds — engineered for founders who want adoption, not theater.

$750–$1.5k

AI Ops Diagnostic

90-min call + 1-week blueprint mapping your chaos → context → rollout plan.

  • Current workflow audit
  • Context failure point mapping
  • Priority improvement roadmap
  • Adoption readiness score
Start Diagnostic
$4k–$8k

Pilot Sprint

2–4 week build to engineer one durable outcome (e.g., cut lead-to-demo time 50%).

  • Single workflow transformation
  • Monitoring & retry logic
  • Context preservation patterns
  • Adoption validation testing
Get Pilot
$8k–$16k

Done-With-You Build

6–8 weeks building your full AI backbone with guardrails + adoption plan.

  • Complete system architecture
  • Multi-workflow integration
  • Comprehensive monitoring
  • Team adoption training
Start Build
$1.5k–$3.5k/mo

AI Ops Co-Pilot

Continuous iteration, monitoring, and new builds as your startup scales.

  • Monthly optimization reviews
  • New workflow development
  • Performance monitoring
  • Scaling preparation
Join Retainer

Proven in the Lab

Battle-tested patterns from SaaS Factory builds, not just theory.

-40%
Support handoffs cut with monitored queues
+8
Hours/week reclaimed from silent failures
50%
Faster lead-to-demo with context engineering
100%
Monday-morning chaos survival rate