Original research from Ionio's work with retail and e-commerce SaaS platforms. Each paper represents weeks of interviews, competitive analysis, and strategic frameworks distilled into actionable intelligence.

AI Wedge Discovery

The Full Transformation

AI Evolution Partnership

For retail and e-commerce platforms.

The Ledger

Turning Legacy Platforms into AI-Native Competitors

From "Idea" to "Cash-Flowing SaaS Asset" in 8 Weeks

Automating a Manual Consulting Workflow into SaaS

Transforming "Passive Databases" into Revenue Drivers

Enabling "Enterprise-Grade" Personalization for SaaS

Building the Churn Prevention Module Merchants Need

Fine-Tuning an Embedding Model to Solve Retail Misclassification

Caching, Model Selection & Cost Strategies: Saving ~50% on OpenAI API

Leveraging LLMs for Hyper-Personalized Offer Generation

Why the Next Three Years Will Decide the Next Thirty

Where AI Meets Your Customer Before You Do

Author-Style Steering via Contrastive Activation Vectors

Quantized LLM Benchmark Study 2025

2025 Edge Speech-to-Text Model Benchmark

Ionio White Papers