The Blogs

Your guide to smarter AI development.

Designing a Simple Quota System
Technology

Designing a Simple Quota System

An inside look at how we designed a scalable, customer-first quota system through real tradeoffs, performance gains, and hard-earned lessons.

Backend EngineeringPerformance OptimizationCustomer-First Architecture
A/B Testing Statistics Explained
TECHNOLOGY

A/B Testing Statistics Explained

Explaining how A/B testing decisions are made using split tests, multivariate analysis, and p-values.

A/B TestingSplit TestingMultivariate Testing
GDPR vs. India’s DPDP Act: The Global Privacy Showdown That’s Reshaping AI and SaaS
News

GDPR vs. India’s DPDP Act: The Global Privacy Showdown That’s Reshaping AI and SaaS

India’s DPDP Act is reshaping global data privacy. While GDPR sets strict standards, DPDP’s simpler, innovation-friendly model is changing how AI and SaaS companies manage compliance in 2025.

GDPRDPDP ActData Privacy
LLM Observability: Essential Metrics and KPIs for Production
Technology

LLM Observability: Essential Metrics and KPIs for Production

LLM apps are unpredictable, costly, and hard to debug making observability essential. This guide breaks down the key pillars, KPIs, and practices needed to monitor quality, performance, and reliability in production AI systems.

LLM ObservabilityAI ObservabilityLLM Monitoring
Predicting OWASP Top 10 for LLM Security in 2026
Guardrails

Predicting OWASP Top 10 for LLM Security in 2026

LaikaTest deploys guardrails on your LLMs in just 60 seconds. Our agentless approach secures endpoints with 3 clicks

Guardrails vs Moderation vs Evals: What’s the Difference?
Technology

Guardrails vs Moderation vs Evals: What’s the Difference?

A clear guide to AI guardrails, content moderation, and evals. Understand how to stop unsafe LLM outputs, measure quality, and build robust AI applications.

LLM GuardrailsGenAI SafetyAI Risk Management
What is A/B Testing?
Technology

What is A/B Testing?

AI's subtle failures demand better testing. A/B testing makes your models reliable and consistent.

AI ReliabilityA/B TestingPrompt Engineering
California's New AI "Guardrail Law"
Technology

California's New AI "Guardrail Law"

California’s latest AI regulation signals a major shift in how advanced models must be evaluated and managed. From safety testing to version control, the guardrail law introduces standards every AI builder needs to understand in 2025.

California AI regulation 2025New AI laws in CaliforniaAI safety guidelines