Insights
Practical articles from Envision AI Tech engineers and researchers on generative AI, machine learning, quantum computing, post-quantum security and building for search and AI engines.
Quantum,
How to prepare for post-quantum cryptography in 2026
Organisations should start post-quantum preparation with a cryptographic inventory, then prioritise systems holding long-lived sensitive data and build crypto-agility. NIST’s 2024 standards (FIPS 203, 204 and 205) make it possible to begin hybrid migration today.
AI & ML,
Evaluating generative AI assistants before you ship them
Reliable generative AI assistants are built around an evaluation set: real questions with expected answers that are scored before every release. Combine automatic checks for grounding and citations with human review of a sample, and track cost and latency alongside quality.
Kabir Singh
Engineering,
Answer engine optimisation: making your site quotable by AI
Answer engine optimisation (AEO) and generative engine optimisation (GEO) make a website easy for Google AI features, ChatGPT, Claude and Perplexity to understand and cite. The basics are answer-first summaries, structured data, clear FAQs, cited facts and crawlable, fast pages.
Meera Joshi