MongoDB Atlas Review: Features, Pricing & Integrations 2026

Claude Opus 4.8: Benchmarks, Alignment and What Actually Changed

Anthropic released Claude Opus 4.8 today at the same price as 4.7. It leads on SWE-Bench Pro (69.2%), Humanity Last Exam reasoning, computer use, and legal benchmarks. Misaligned behavior dropped to Mythos Preview levels. Here is every number.

8 min read

Beyond Pick the Cheapest: How We Built a Real LLM Cost Calculator

Most teams pick their LLM provider on gut feel and discover what it actually costs 30 days later. Here is how input/output ratio, batch discounts, and cache pricing change which model wins -- and what we built to make the math visible.

7 min read

Choosing an LLM API for Production in 2026: Not Benchmarks

Full prompt migration between LLM providers costs $30K-80K. Here is the framework for evaluating LLM APIs on what actually matters: TTFT, GDPR, lock-in cost, and unit economics.

16 min read

The True Cost of SaaS Software: A Complete Total Cost of Ownership Guide

List price is the starting point, not the total. This guide breaks down all six components of SaaS total cost of ownership (implementation, training, support, add-ons, integrations) with real benchmark figures, red flags, and negotiation tactics.

22 min read

AI API Cost Index 2026

Token pricing across 14 LLM providers. Cost per 1M tokens compared.

SaaS Pricing Report 2026

Median costs, free plan trends, and pricing model benchmarks across 492 tools.