Case Studies

35+ Projects Delivered

Retail PlatformTurning Legacy Platforms into AI-Native Competitors

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

Dispute DineAutomating a Manual Consulting Workflow into SaaS

PumiceTransforming "Passive Databases" into Revenue Drivers

MicroSegmentsEnabling "Enterprise-Grade" Personalization for SaaS

Retention AIBuilding the Churn Prevention Module Merchants Need

View Full Archive →

Research

Technical Articles · 100+ Posts 01 · FeaturedFine-Tuning an Embedding Model to Solve Retail MisclassificationA hands-on guide to fixing product misclassification with custom embeddings. 02Caching, Model Selection & Cost Strategies — Saving ~50% on OpenAI API 03Leveraging LLMs for Hyper-Personalized Offer Generation View all articles → White Papers · Strategic Briefings

Strategic BriefingThe End of the SaaS Dashboard as You Know It

Strategic BriefingWhere AI Meets Your Customer Before You Do

View all white papers → Research · 3 Papers Preprint · Jan 2026Author-Style Steering via Contrastive Activation VectorsP. Patel, E.S. Manideep Preprint · Sep 2025Quantized LLM Benchmark Study 2025P. Patel, E.S. Manideep Preprint · Jul 20252025 Edge Speech-to-Text Model BenchmarkP. Patel, E.S. Manideep View all research →

Renaissance painting background

The Ionio Ledger

Here's What It Looked Like for Our Clients

AI we've built, shipped, and watched move revenue. Every engagement below is a real system in production, not a slide deck.

35+Projects

12Industries

5 yrsBuilding AI

Featured Case Studies

Full Archive

Industry

Type

Scale