All Articles
8 articlesClaude vs Gemini API Pricing: 5 Decision Points
Claude's Pro plan ($20/mo) excludes API access; Gemini offers a free API tier with a content-improvement condition. Here's how to evaluate both for your startup.
AI Meeting Notes Evaluation Protocol: A Reproducible 12-Case Test
Test an AI meeting-note system with controlled cases, a human reference, weighted errors, privacy gates, and a written accept-or-reject rule.
AI Coding Assistant Data Privacy Checklist: Map Every Repository Surface
Review an AI coding assistant by data flow and product surface, not by a single privacy slogan or content-exclusion toggle.
RAG vs Long Context: A Decision Workbook, Not a Feature Contest
Use a controlled evaluation set and architecture worksheet to choose RAG, long context, or a hybrid for a real document workload.
AI Image Commercial-Use Rights Checklist: Build an Evidence Packet
Commercial use requires more than a vendor checkbox. Build a rights ledger and evidence packet for every final AI-assisted image.
LLM Output Evaluation Scorecard: From “Looks Good” to Release Evidence
Define success, build a stratified test set, separate hard failures from scored quality, and retain release evidence for every model or prompt change.
AI Transcription Accuracy Test Kit: WER Is Only the First Metric
Compare transcription systems on the same representative audio, with a human reference and metrics that reflect the actual downstream job.
AI Agent Permission Boundary Workbook: Test Authority Before Deployment
Inventory every identity, permission, tool, approval gate, and recovery path, then test whether the agent can exceed its assigned authority.