Turn your engineering team into an AI-native shipping machine.

I embed into your team for a focused sprint and rewire how you build — so AI stops being a side experiment and starts being how you ship.

Upwork Expert-Vetted · Built AI systems for 3M, Koch, QuEra, and more.

The Problem

Stuck on POCs

Your team has tried Copilot, ChatGPT, maybe Cursor — but nothing made it into your actual workflow. POCs sit in branches, never merged.

Tool Chaos

Every engineer uses different AI tools differently. There's no shared playbook, no standards, no way to measure what's actually working.

Shipping Slower

Despite the AI hype, your cycle times haven't improved. PRs still take days. QA is still the bottleneck. Developers are busy but not faster.

The Goal

After our engagement, your team will have AI integrated into their daily workflow — not as a toy, but as infrastructure. Real adoption, not just awareness.

AI-Augmented DevelopmentAutomated Code ReviewAI Testing & QACustom AI Workflows
Engagement Options

Advisory

$5,000/mo

Strategic guidance for teams that want direction without embedded execution.

  • >Weekly strategy sessions
  • >AI tooling audit & roadmap
  • >Architecture review
  • >Async Slack support
  • >Team workflow analysis
Book a Strategy Call
Recommended

Embedded

$10,000/mo

I join your team's cadence and implement AI workflows hands-on. This is where real change happens.

  • >Everything in Advisory
  • >Hands-on implementation
  • >4 team workshops
  • >Custom AI workflow setup
  • >PR review & pair sessions
  • >Operating model handoff
Book a Strategy Call

Full Build

$15,000+

End-to-end AI system design and build. I own the technical execution from architecture to production.

  • >Everything in Embedded
  • >Custom AI agent development
  • >RAG pipeline architecture
  • >Production deployment
  • >Full documentation & handoff
  • >3 months post-launch support
Book a Strategy Call
The Impact
AI code quality

4x more PRs per sprint

Automated work

of manual QA & ops tasks

Cycle time

reduction in time to ship

PLAN
CODE
REVIEW
TEST
DEPLOY

Neco got our 8-person engineering team using AI in their daily workflow within two weeks. Not just Copilot autocomplete — actual agentic workflows for code review, testing, and deployment. Our sprint velocity doubled.

Sarah Chen

VP Engineering, Series B Fintech

We tried to roll out AI tools ourselves for months and got nowhere. Neco came in, audited our workflow, and built a system that actually stuck. The ROI was obvious within the first week.

Marcus Weber

CTO, Enterprise SaaS ($20M ARR)

The workshops alone were worth it. But the custom AI workflows he built for our QA pipeline saved us 15 hours a week. We renewed for a second engagement immediately.

Ayumi Tanaka

Head of Engineering, Health Tech Startup

Best Fit
  • Software teams of 5-50 engineers
  • You've tried AI tools but adoption didn't stick
  • You want measurable shipping speed improvements
  • Engineering leadership is bought in
Not a Fit
  • Looking for a generic AI strategy deck
  • No engineering team to implement with
  • Need a full-time hire, not a sprint engagement
Frequently Asked Questions
How is this different from AI consulting firms?+

I don't write decks. I write code. I embed into your team, work in your codebase, and build workflows that your engineers actually use after I leave.

What tools do you work with?+

Claude Code, Cursor, Copilot, custom MCP servers, LangChain, RAG pipelines — whatever fits your stack. I'm tool-agnostic and focused on outcomes.

How long is a typical engagement?+

The Embedded tier runs month-to-month but most teams see transformative results in 4-8 weeks. Advisory is ongoing. Full Build depends on scope.

Can you work with remote teams?+

Yes. Most engagements are fully remote. I work async-first with synchronous touchpoints built into the cadence.

What if our team doesn't adopt the new workflows?+

That's the whole point of embedding vs. consulting. I don't hand you a playbook and leave. I build the workflows alongside your engineers so adoption happens naturally through the work.

Ready to ship with AI — for real?

Limited availability. I take on 2-3 new clients per quarter.

Book Your Strategy Call