AI Implementation Scorecard Review

Transform your flawed AI evaluation framework into a reliable system in just 45 minutes

Companies waste an average of $50,000+ on AI implementations that fail in production. This $400 review prevents those failures before they happen.

The Problem

Backend engineers treating AI as “just another API” creates evaluation gaps that cause production failures. Your team builds impressive demos that fall apart under real-world conditions because traditional testing approaches miss critical AI-specific failure modes.

Sound familiar?

Your AI system works perfectly in demos but behaves unpredictably in production
You’re not confident in how to properly evaluate AI performance before deployment
Your evaluation datasets don’t represent real-world conditions
You’re unsure which metrics actually predict production performance

What You Get in 45 Minutes

A comprehensive AI Implementation Scorecard that includes:

Complete System Assessment: A thorough review of your current AI implementation and evaluation approach
3+ Critical Failure Points: Specific weaknesses in your evaluation framework that would cause production issues
7 Actionable Recommendations: Prioritized by impact and implementation difficulty
Implementation Roadmap: A step-by-step plan to transform your evaluation process
Resource Requirements: Realistic time and resource estimates for implementing improvements
PDF Scorecard Document: A detailed reference you can share with your team

The Process

Pre-Call Analysis: You’ll answer a brief questionnaire about your AI implementation so I can prepare specific recommendations
45-Minute Review Session: We’ll dive into your specific implementation challenges and I’ll provide tailored recommendations
Scorecard Delivery: Within 24 hours, you’ll receive your complete AI Implementation Scorecard
Implementation Support: Email access for two weeks to ask follow-up questions as you implement recommendations

My Guarantee

If you don’t receive at least 3 specific, implementable recommendations that improve your AI evaluation process, the session is free. No risk to you.

Who This Is For

This service is specifically designed for engineering teams who have built AI prototypes but struggle to make them reliable in production environments. It’s ideal for:

Engineering leaders responsible for AI implementation
Backend teams transitioning to AI development
Companies that have invested in AI but haven’t seen production success

Why Listen to Me?

I bring 14 years of programming experience, including 3 years as a data engineer and 4 years as an MLOps engineer, plus 5 years teaching AI and ML workshops. I’ve helped numerous companies transform their AI prototypes into production-ready systems through proper evaluation frameworks and MLOps practices.

Why Traditional Evaluation Methods Fail for AI

Unlike conventional software, AI systems require:

Representative evaluation datasets that match real-world conditions
Multi-dimensional performance metrics beyond simple accuracy
Behavioral guardrails that conventional testing can’t verify
Input/output variation handling that breaks traditional test approaches

In our session, I’ll show you exactly how to address these challenges for your specific AI implementation.

Limited Availability

I only offer 5 review sessions per week to ensure quality.

Investment: $400

Transform your AI implementation approach in just 45 minutes.

Book Now

What Happens After You Apply

I’ll review your application within 24 hours
I will ask you to complete the AI Readiness self-assessment using my automated tool: aireadiness.dev (if you haven’t already done so) and send me the billing information
I’ll send you any additional preparation materials
We’ll meet via Google Meet or Zoom for your AI Implementation Scorecard Review
You’ll receive your complete Scorecard within 24 hours of our session

Questions? Email me at: blog (here is the “at” symbol) mikulskibartosz.name