---
title: "Build Your Human API: Why Domain Expertise Alone Won't Make You Good at AI"
description: "5 atomic claims about research reveals that working effectively with ai is a distinct skill, separate from domain expertise. ability to collaborate with ai does not automatically correlate with professional experience or intelligence."
url: "https://kbanc.com/claims-library/build-your-human-api-why-domain-expertise-alone-wont-make-you-good-at-ai"
date: "2025-12-09"
topics: ["strategy", "tools", "measurement"]
generated: "2026-02-19"
---

# Build Your Human API: Why Domain Expertise Alone Won't Make You Good at AI

By Kamil Banc | December 9, 2025

## Claims

1. **AI Collaboration Is Separate Skill**: Research with 667 participants found AI collaboration ability is completely separate from job performance skills.
2. **Expertise Doesn't Predict AI Success**: Domain expertise and years of experience do not predict who will benefit most from AI assistance.
3. **Average Performers Sometimes Excel**: Some average performers achieved huge improvements with AI while top performers saw minimal gains from collaboration.
4. **Task Mastery Doesn't Guarantee AI Synergy**: Being good at a task does not automatically make someone effective at getting help from AI.
5. **Credentials Don't Predict AI Effectiveness**: Advanced degrees and deep expertise failed to predict effectiveness in collaborating with AI assistants successfully.

## Evidence

### Quote
> "The people who got results weren't smarter. They were doing something different." - Kamil Banc

### Key Statistics
- **667 participants tested**: Study size measuring AI collaboration as separate skill from problem-solving ability
- **Two-phase testing protocol**: Participants answered questions alone first, then with ChatGPT or AI assistant helping
- **Zero correlation**: Being good at tasks showed no predictive relationship with AI collaboration effectiveness

## Context
Researchers from Northeastern University and UCL conducted a controlled study where 667 participants completed tasks independently before attempting similar tasks with AI assistance like ChatGPT. The methodology tracked individual performance improvements to isolate AI collaboration skill from baseline competence. The findings revealed that traditional markers of professional success—experience, credentials, and domain mastery—failed to predict who would effectively leverage AI tools. For practitioners, this suggests the need to develop specific AI interaction skills through deliberate practice rather than assuming existing expertise transfers automatically to AI-augmented workflows.

## Source
- Original: [Build Your Human API: Why Domain Expertise Alone Won't Make You Good at AI](https://aiadopters.club/p/build-your-human-api)
- Cite: kbanc.com/claims-library/build-your-human-api-why-domain-expertise-alone-wont-make-you-good-at-ai