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    The Ledger

    Detailed accounts of how we deploy AI infrastructure.

    35+ Projects DeliveredView Full Archive
    Retail Platform

    Turning Legacy Platforms into AI-Native Competitors

    Defending a 9-year-old monolith against AI startups.

    →
    SupplierHQ

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

    Monetizing an audience with a recurring SaaS asset.

    →
    Dispute Dine

    Automating a Manual Consulting Workflow into SaaS

    Handling complex chargeback disputes automatically.

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    Pumice

    Transforming "Passive Databases" into Revenue Drivers

    Custom-LLM engine for PIM and Marketplace platforms.

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    MicroSegments

    Enabling "Enterprise-Grade" Personalization for SaaS

    Offering agency-level strategy as a software feature.

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    Retention AI

    Building the Churn Prevention Module Merchants Need

    Prescriptive retention models that prevent churn.

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  • Investment
  • Research
    Technical Articles100+ Posts
    Featured
    01

    Fine-Tuning an Embedding Model to Solve Retail Misclassification

    A hands-on guide to fixing product misclassification with custom embeddings.

    Read →
    02

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

    Practical strategies for cutting LLM inference costs without sacrificing quality.

    Read →
    03

    Leveraging LLMs for Hyper-Personalized Offer Generation

    Building automated customer segmentation and personalized offer pipelines.

    Read →
    View all articles →
    White PapersStrategic Briefings
    Featured
    Agentic Commerce
    How AI agents replace dashboards and reshape the SaaS interface layerRead briefing →
    Strategic Briefing

    The End of the SaaS Dashboard as You Know It

    For Retail & E-Commerce SaaS Leaders

    VideoArticleBTS
    The New Gatekeeper
    The cerberus that sits between your customer and the internetRead briefing →
    Strategic Briefing

    Where AI Meets Your Customer Before You Do

    The Cerberus Between Your Customer & the Internet

    VideoArticle
    View all white papers →
    Research3 Papers
    PreprintJan 2026

    Author-Style Steering via Contrastive Activation Vectors

    P. Patel, E.S. Manideep
    LLM Internals
    PreprintSep 2025

    Quantized LLM Benchmark Study 2025

    P. Patel, E.S. Manideep
    Benchmarks
    PreprintJul 2025

    2025 Edge Speech-to-Text Model Benchmark

    P. Patel, E.S. Manideep
    Speech / Edge
    View all research →
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Case Studies
35+ Projects Delivered
Research
Technical Articles · 100+ Posts White Papers · Strategic Briefings Research · 3 Papers