Simor Consulting

Category: Operations

Migration playbook: batch to streaming in 5 phases
Migration playbook: batch to streaming in 5 phases
31 May, 2026 | 06 Mins read

The case for streaming is straightforward: data that arrives in minutes instead of hours enables decisions that were previously impossible. Fraud detection catches transactions before they clear. Pers

A cost optimization framework for LLM inference
A cost optimization framework for LLM inference
24 May, 2026 | 06 Mins read

LLM inference costs follow a pattern that catches teams off guard. The first prototype costs almost nothing -- a few hundred dollars a month during development. The pilot scales to a few thousand. Pro

The data quality scorecard: metrics that actually matter
The data quality scorecard: metrics that actually matter
17 May, 2026 | 06 Mins read

Most data quality initiatives fail not because teams lack tools, but because they measure the wrong things. Teams track hundreds of data quality metrics, generate dashboards full of green indicators,

How to design a prompt ops pipeline from scratch
How to design a prompt ops pipeline from scratch
10 May, 2026 | 06 Mins read

Prompt management in most AI teams starts the same way. One engineer writes a prompt, it works well enough, and the prompt gets committed to a config file. Three months later, there are forty prompts

Build vs buy: a decision tree for AI infrastructure
Build vs buy: a decision tree for AI infrastructure
03 May, 2026 | 06 Mins read

Every AI infrastructure team eventually faces the same argument. One faction wants to build a custom solution because the commercial options do not handle their specific requirements. The other factio

The 7-step vector database selection checklist
The 7-step vector database selection checklist
26 Apr, 2026 | 06 Mins read

Most vector database selection failures come down to one mistake: picking the technology before mapping the workload. Teams benchmark embedding search speed on a curated dataset, pick the fastest opti