Quantum Automations Quantum Automations
Blog · Portfolio
← Back to Portfolio
Case Study · Content & SEO

Humanising AI-Generated SEO Content

Industry Printing & marketing services
Stack OpenAI o4-mini, Custom Testing Framework, NLP Pipeline
Outcome 2,022% improvement in human authenticity (4.24% → 85.74%)
Year 2025
Headline Result
2,022%
improvement in human authenticity score
4.24% → 85.74%

The Challenge

A printing and marketing services company needed high-quality, location-specific SEO content that felt genuinely human-written. Traditional AI-generated SEO content suffers from mechanical patterns, keyword stuffing, and repetitive structures that both search engines and readers detect. The goal: content that passes both technical SEO requirements AND human authenticity metrics, scaled across multiple locations.

The Problem with AI Content

  • Early attempts scored just 4.24% on human authenticity metrics
  • Content was technically SEO-compliant but obviously AI-generated
  • Needed to generate location-tailored articles across 10 UK locations
  • Each piece required natural language patterns, authentic local knowledge, and genuine writing quality

The Solution — Systematic Testing

  • Extensive quantitative A/B testing across multiple LLM models
  • Tested parameter configurations, post-processing techniques, and sentence structure manipulation
  • Discovered model selection and sentence structure were the critical factors
  • The o4-mini model with optimised parameters achieved breakthrough results
  • Iterative optimisation pipeline with automated scoring feedback loops

Results

85.74%
Human authenticity score
2,022%
Improvement from baseline
10
Location-specific articles
80–95%
Human score range achieved
  • Production-ready content generation system
  • Balances SEO compliance with natural language patterns
  • Content passes AI detection tools while maintaining local relevance

Key Features

  • Multi-model A/B testing framework
  • Automated human authenticity scoring
  • Location-specific content personalisation
  • Sentence structure optimisation pipeline
  • SEO compliance validation

Tech Stack

OpenAI o4-mini Custom Testing Framework NLP Analysis Pipeline

Related Work

Fabric Catalog Scraper

Automated catalog data extraction

LinkedIn AI SDR

Automated prospecting and outreach system

Need SEO content that doesn't read like a robot wrote it?

30-minute audit. We map your stack, your constraints, and where AI will pay back fastest.

Take the Quantum Leap →
© 2026 Quantum Automations Group Ltd
Home Blog Portfolio Privacy Terms Security