Simor Consulting

Category: Case Study

The vector database that couldn't scale — and what we did instead
The vector database that couldn't scale — and what we did instead
12 May, 2026 | 05 Mins read

A media company with a library of twelve million articles, transcripts, and research documents had built a semantic search system on a managed vector database. The system was designed to let journalis

From 3-hour dashboards to 3-minute insights: a BI modernization story
From 3-hour dashboards to 3-minute insights: a BI modernization story
05 May, 2026 | 05 Mins read

A manufacturing company with facilities in twelve countries ran its operational reporting on a traditional BI stack: a data warehouse, an ETL pipeline, and a dashboard tool that had been deployed six

When RAG failed: a knowledge retrieval project post-mortem
When RAG failed: a knowledge retrieval project post-mortem
29 Apr, 2026 | 05 Mins read

A legal technology company had invested six months building a retrieval-augmented generation system to help contract attorneys find relevant precedent clauses across a corpus of 180,000 executed agree

Migrating from batch to streaming: a 6-month journey
Migrating from batch to streaming: a 6-month journey
28 Apr, 2026 | 05 Mins read

A logistics company processing two million shipments per day ran their entire operational reporting stack on nightly batch ETL. Every morning at 6 AM, operations managers reviewed dashboards built on

The data pipeline that cost $50K/month — and the audit that found why
The data pipeline that cost $50K/month — and the audit that found why
22 Apr, 2026 | 04 Mins read

A financial services firm running analytics on trade settlement data came to us with a specific complaint: their cloud data platform cost had tripled in eighteen months, and nobody could explain why.

How a retailer reduced inference latency 90% with feature store caching
How a retailer reduced inference latency 90% with feature store caching
21 Apr, 2026 | 04 Mins read

A mid-market e-commerce retailer with roughly $200M in annual revenue had invested eighteen months building a product recommendation engine. The models were accurate. Offline evaluation showed meaning

Case Study: Building a Production AI Knowledge Layer for Financial Services
Case Study: Building a Production AI Knowledge Layer for Financial Services
01 Mar, 2026 | 10 Mins read

A regional bank's investment research team spent 60% of their time gathering information and 40% doing analysis. Analysts had to search through regulatory filings, internal research memos, market data

Case Study: End-to-End RAG Platform for Customer Support
Case Study: End-to-End RAG Platform for Customer Support
05 Dec, 2025 | 05 Mins read

A SaaS company with 200 support agents and 10,000+ knowledge base articles had an 18-hour average response time and 23% first-contact resolution. Their largest enterprise client threatened to cancel a