Case Study: Enterprise RAG System
This case study walks through designing a production RAG system for enterprise document search. It covers requirements gathering, architecture decisions, and implementation details.
Case Study: Customer Support Conversational Agent
This case study walks through designing a production customer support agent for a B2B SaaS company.
Case Study: Financial Analysis with Ensemble Verification
This case study covers designing a high-reliability AI system for generating equity research reports where accuracy is critical.
Case Study: AI Code Assistant
This case study covers designing a production code assistant that provides real-time suggestions, code generation, and debugging help.
Case Study: Content Moderation at Scale
This case study covers designing an AI-powered content moderation system for a social platform handling millions of posts daily.
Case Study: Real-Time AI Search Engine
The Problem
Case Study: Autonomous Coding Agent
The Problem
Case Study: Multi-Tenant AI SaaS Platform
The Problem
Case Study: AI-Powered Customer Support
The Problem
Case Study: Document Intelligence Pipeline
The Problem
Case Study: AI-Powered Recommendation Engine
The Problem
Case Study: Regulatory Compliance Automation
The Problem
Case Study: Voice AI Assistant for Healthcare
The Problem
Case Study: Real-Time Fraud Detection
The Problem
Case Study: Enterprise Knowledge Management
The Problem
Case Study: Production Computer-Use Agent
A finance-ops team replaces three offshore data-entry contractors with a computer-use agent that closes 14,000 expense reports per week, with two-tier human approval and per-task Firecracker isolation.
Case Study: Multi-Tenant Fine-Tuning Platform
A vertical-AI vendor serves 280 customers from a single base model plus per-tenant LoRA adapters, with isolated training, eval-as-PRD per tenant, and noisy-neighbor mitigation that keeps p99 latency under 1.2 seconds.
Case Study: Eval-Gated CI/CD for an AI Product
A 28-engineer AI product team replaces post-merge regression hunts with eval-gated CI: every PR runs golden sets, LLM-as-judge with statistical correction, and failure-mode taxonomies before a merge button appears.
Case Study: Customer-Specific Distillation Pipeline
A Series-B AI product cuts frontier-model spend from $50K per month to $4 to 6K by distilling a 7B student model on 6 months of production traces, with a 3-month payback and a 4 to 6 month re-distillation cadence.
Case Study: Enterprise MCP Knowledge Agent
A 9,000-person enterprise builds a knowledge agent that answers cross-system questions from Snowflake, Confluence, Jira, and Slack via MCP, with OAuth Resource Server semantics, sandboxed STDIO servers, and a defense-in-depth stack against the May 2026 STDIO CVE.