rankmyseo

Iterative multi-source investigation with contradiction logging—use for audits, vendor comparisons, security posture reviews, benchmarking methodology, literature surveys, ambiguous technical history, regulated domains, unfamiliar APIs, architectural landscape scans, falsifiable claims needing citations, stakeholder briefings where evidence tiers matter more than narration.

Version-pinned coding and framework best practices from official docs and corroborated senior/maintainer guidance — use for unfamiliar stacks, upgrades, migrations, architecture reviews, "best practice" questions, or before introducing a new pattern when style governance says improve might be warranted.