Case Studies
Real projects, real architecture decisions, real outcomes. How we built AI products for startups — and what the results looked like.
11 articles
How We Built a Coding Assessment Tool with AI Evaluation
Build story: coding assessment platform with a custom compiler engine, AI-generated test cases, and approach scoring. Real decisions, real tradeoffs.
Abraham Jeron
How We Built a Unified Workspace with AI-Powered Search
Build story: a unified workspace that searches across Slack, Notion, Drive, and email using RAG. What broke, what worked, and real latency numbers.
Abraham Jeron
Video Auditing with AI: Building an Automated QA Pipeline
How we built an AI video auditing system that replaced manual QA review. Frame sampling, vision models, checklist rubrics, and real accuracy numbers.
Abraham Jeron
AI for EdTech: Course Dev from 4 Weeks to 1 Day
How an EdTech provider cut course development time by 95% using AI. What worked, what we got wrong first, and the architecture behind it.
Venkataraghulan V
How We Built a Trading Analytics Platform with Real-Time AI
Build story: real-time trading analytics with AI. How we split hot path from AI path, added NL queries on live data, and what broke first.
Abraham Jeron
How We Built AI-Powered Evaluation for an EdTech Platform
Build story: AI answer evaluation for an EdTech assessment platform. Rubric extraction, semantic scoring, calibration, and real accuracy numbers.
Abraham Jeron
Building a Meeting Intelligence Tool: Full Architecture
How we built a meeting intelligence tool: transcription, speaker diarization, action item extraction, and searchable history.
Abraham Jeron
How We Publish 14 Blog Posts a Week Using AI Agents
Our content pipeline: AI agents write drafts, humans review everything, same tools we build for clients. The full stack.
Abraham Jeron
What We Learned Building an AI Call Analyzer
Lessons from building a call analyzer that processes hundreds of calls daily. Architecture, data patterns, and when to build vs buy.
Abraham Jeron
How We Built a Data Analyst You Can Talk To
Build story: text-to-SQL AI agent for non-technical finance users. NL parsing, query validation, result explanation, reasoning panel. Real numbers.
Abraham Jeron
How We Built a Sales Call Compliance AI in 2 Weeks
Custom AI for sales call compliance: 40% compliance increase, 95% QA cost reduction, shipped in 14 days. Architecture and model choices.
Abraham Jeron