services
// ai_audit_and_integrationACTIVE

CUT DEV TIME.

SHIP MORE_

Your team is spending hours on tasks that AI can handle in seconds — writing boilerplate, reviewing repetitive PRs, debugging known patterns, drafting docs. I audit your entire development workflow, identify the highest-leverage automation opportunities, and implement them. The result: your team ships faster with fewer people and less friction.

optimize_spec.log
[INIT] service: ai_audit
[CONF] scope: workflow + tooling + dx
[CONF] tools: cursor, copilot, v0, custom
[CONF] avg_engagement: 2-4 weeks
[STAT] avg_time_saved: 40%
[STAT] teams_optimized: 3
> ready to optimize_
// scope

WHAT I DO.

01WORKFLOW AUDIT

I shadow your team for a week — standups, PRs, deploys, incident response. I map every step of your development lifecycle and flag the bottlenecks, the manual toil, and the time sinks that compound into lost velocity.

02OPPORTUNITY MAPPING

Not every task needs AI. I identify the high-leverage opportunities — the 20% of changes that unlock 80% of the time savings — and build a prioritized implementation plan with expected ROI for each.

03IMPLEMENTATION

I configure and deploy the tools: Cursor rules, custom AI workflows, automated code review, test generation, documentation pipelines. Everything integrated into your existing stack, not bolted on as an afterthought.

04TRAINING & HANDOFF

Tools are useless if your team doesn't use them. I run hands-on workshops, pair-program with your developers, and build internal playbooks so the improvements stick long after I leave.

// deliverables

OUTPUT.

Development workflow audit report
Prioritized AI integration roadmap
Configured AI tooling across your stack
Team training workshops & pair sessions
Internal playbooks & best practices docs
// ideal_for

BUILT FOR.

ENGINEERING TEAMS LOSING VELOCITY

Your team is growing but output isn't scaling linearly. Deploys are slower, reviews take longer, and everyone's drowning in context switching. You need a systematic fix, not another hire.

COMPANIES WITH GROWING TECH DEBT

You've been shipping fast and the shortcuts are catching up. AI-powered code review, automated refactoring, and smart test generation can help you pay down debt while still shipping features.

LEADERS WHO WANT TO ADOPT AI — SERIOUSLY

You've seen the demos. You know AI can accelerate development. But you need someone who's actually done it — embedded AI tools into real workflows at real companies — to make it happen for your team.

TIMELINE2–4 WEEKS

Audit to full implementation. Includes one week of shadowing, tooling setup, and team training. Ongoing support available.

>

READY TO START?

Book a free 15-minute call. No commitment, no pitch deck — just a clear conversation about what you need and how fast we can ship it.

February 2026
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