Review · Strategize · Transition

The AI Transition
Your IT Team Needs.

I review your tech stack, build your AI strategy, and deliver a prioritized roadmap — so your team transitions from the old way of building software to AI-augmented development. In 4 weeks. With guardrails.

The Problem

The old way is costing you

Your IT department was built for a world before AI. Manual processes, expensive software licenses, siloed teams, and one-size-fits-all tooling. The transition to AI-augmented development isn't about adding more tools — it's about understanding which systems are ready, which workflows should change, and where AI will actually move the needle.

Tech Stack Health
AI Readiness
Automation Potential
Security Posture
Staffing & AI Pairing
The AI Transition Review

One engagement. Three phases.

I review your stack, build your AI strategy, and hand you a roadmap your team can execute — in 4 weeks.

Phase 1: Review

I map your entire tech stack — infrastructure, SaaS, APIs, pipelines, and workflows. Every system gets scored on health, cost-efficiency, and AI-integration readiness. I identify what's redundant, what's overpriced, and what's already ready for AI.

Phase 2: Strategize

Using my AI Pairing Framework, I classify every team and workflow into the right level of AI integration — from Copilot to Fully Automated. I build your AI strategy around what will actually work for your team, not what's trending on LinkedIn.

Phase 3: Roadmap

You get a prioritized 30/60/90-day implementation plan with specific tools, cost projections, and guardrails. Quick wins that pay for themselves in weeks. Medium-term plays that compound. And the confidence to say no to AI hype that doesn't fit.

AI Pairing Framework

The right AI for every role

I classify every team and function into the right AI pairing tier — so you invest where the returns are highest.

Tier 1 — Copilot

AI Assists, Human Drives

Real-time AI assistance for engineers, analysts, and writers. Tools like GitHub Copilot, Claude, and Cursor accelerate output while humans retain full decision authority.

Tier 2 — AI-Augmented

AI Drafts, Human Refines

AI handles first-pass drafts, summaries, and analysis. Project managers, business analysts, and marketing teams review and refine. Immediate productivity lift with minimal change management.

Tier 3 — AI-Led

AI Executes, Human Oversees

End-to-end AI execution with human checkpoints. L1 support, QA testing, report generation, and log monitoring run autonomously with escalation paths to human operators.

Tier 4 — Fully Automated

No Human-in-the-Loop

System monitoring, backup verification, certificate renewal, and compliance scanning run entirely automated — monitored via dashboards and alert thresholds only.

Free Download

Maximizing the Value of AI
Across Your Tech Stack

The 7-step AI Readiness Playbook gives you the exact framework I use with clients — from stack audit to measurable ROI in 30 days. Includes a self-assessment scorecard.

7-Step Framework
AI Pairing Matrix
Self-Assessment Scorecard
30/60/90-Day Roadmap
No spam, ever. Just the playbook straight to your inbox.
30-Day
Avg. Time to First ROI
40%
Avg. Cost Reduction Found
3x
Faster AI Integration
100%
Actionable Recommendations
The AI Transition Review Package

Six deliverables. Four weeks. Fixed scope.

Every review produces the same artifact stack — no ambiguity about what you're buying.

Deliverable 01

Current-State System Map

Complete inventory of every system, integration, dependency, and data flow in your stack — with ownership, cost, and risk annotations.

Deliverable 02

5-Dimension Scorecard

Every system rated 1-5 across tech health, AI readiness, automation potential, security posture, and staffing alignment.

Deliverable 03

Cost-Reduction Register

Line-item list of redundant licenses, underutilized tools, and overpriced SaaS with specific savings estimates and replacement recommendations.

Deliverable 04

AI Opportunity Matrix

Every AI integration opportunity scored by ROI, complexity, and time-to-value — ranked and sequenced so you invest where returns are highest.

Deliverable 05

AI Pairing Analysis

Role-by-role classification into AI tiers — Copilot, Augmented, Led, or Automated — with tool recommendations and expected productivity gains.

Deliverable 06

30/60/90-Day Roadmap

Prioritized implementation plan with quick wins, medium-term plays, and strategic overhauls — each with cost, timeline, and ROI projection.

My Approach

How I work

A proven six-phase methodology built for speed, clarity, and measurable results.

01

Discovery & Intake

Structured deep-dive into your stack, team structure, pain points, compliance requirements, and growth trajectory. I don't start analysis without a complete picture.

02

Stack Assessment

System-by-system scoring across health, scalability, cost-efficiency, security, and AI readiness. I map every dependency, integration point, and single point of failure.

03

AI & Automation Mapping

I identify every process, role, and workflow where AI or automation will deliver immediate ROI — scored by impact, complexity, and time-to-value.

04

Staffing & AI Pairing

Role-by-role analysis that classifies teams into the right AI pairing tier. Includes tool recommendations, time savings projections, and change management guidance.

05

Prioritized Roadmap

Quick wins in 30 days, medium-term plays in 90 days, strategic overhauls in 12 months. Every recommendation includes cost, timeline, ROI projection, and dependencies.

06

Ongoing Advisory

Quarterly technology reviews, emerging threat briefings, automation expansion playbooks, and workforce optimization check-ins. I don't just audit — I stay in the fight.

What I Work With

Platform & tool expertise

AWS Azure Google Cloud Terraform Kubernetes Docker GitHub Actions Azure DevOps Datadog PagerDuty Salesforce HubSpot Snowflake Databricks OpenAI / GPT Claude / Anthropic LangChain RAG Pipelines Vector DBs Power Automate Zapier / Make n8n Vanta CrowdStrike Jira / Linear Notion Intercom
Who's Behind ReviewCode

Built by Tye OsBurn

Enterprise technology leader with hands-on experience at eBay, PayPal, Gallup, and Home Instead. ReviewCode's methodology was forged across four industries — not borrowed from a textbook.

Get Started

The AI Transition Review

4 weeks. 6 deliverables. Fixed scope. I review your entire technology stack and deliver a scored, prioritized roadmap — so you know exactly where AI will move the needle and what it will cost.

Book Your AI Transition Review