Quill's Thoughts
Validation rules that block bots, not customers
EVE gives teams enough control to harden sign-up quality without introducing a conversion penalty they only notice months later.
EVE
Research
18 Feb 2026
5 min read
Strict is not always better
Overly strict filters can push away valid prospects, especially in B2B contexts where domain patterns are varied. EVE allows controlled tuning by channel and campaign.
Explainability matters in operations
A binary accept or reject does not help teams improve. EVE records why a decision was taken so operators can tune rules based on evidence.
Practical model
Treat validation as a policy stack: hard fails for known abuse, soft flags for uncertainty, and a monitored review queue for strategic channels.
Related thoughts
QuickThought
How one legal team reworked first contact: fewer dead-end calls, cleaner qualification, and better handover to fee earners.
Quill
Quill can move quickly without publishing noise, if the pipeline is set up with strict editorial triggers and explicit sign-off points.
MAIA
MAIA works best when the first session captures assumptions, owners, and dependencies before the team starts building anything.
