Voting on AI Tech Hub is designed to be fast, fair, and spam-resistant. When you open any battle, you see two tools and a single vote button under each. Click the tool you prefer and your vote is counted instantly — no account required for basic voting.
A score appears only after a verified vote event is stored with the selected competitor. Historical aggregate totals without choice-level evidence do not affect scores, rankings, confidence, metadata, or indexing decisions.
To reduce repeat voting, each account or anonymous network identity is irreversibly hashed, rate-limited, and restricted to one vote per battle. The site does not expose raw voter identity. Rich editorial comparisons are prioritized independently of vote volume.
Want to vote on 30 battles quickly? Try Quick Pick Mode — a fast swipe-style interface that lets you share your opinion across dozens of comparisons in under two minutes.