Clay, run in production, not just certified
We run Clay inside live client infrastructure every day. This page covers what we build with it, where it fits, and where it does not.
What we build
- Waterfall enrichment tables that qualify accounts before any credit-costing step runs.
- Scoring and routing logic that segments prospects and hands them to the right campaign automatically.
- QA-gated syncs into the sending platform so only qualified records reach a mailbox or an inbox.
Production observations
- Credits burn fast when whole tables refresh, so every AI column sits behind an explicit run condition.
- HTTP and webhook features are gated to higher plans, plan for that before designing around them.
- Tables past 40 columns become unmaintainable without strict naming conventions.
- Cost gates go in before scale, not after.
When we would not recommend Clay
We would not build a Clay-first system for a team that needs one simple send with no enrichment behind it, the table overhead is not worth it at that scale.
Related comparisons
Detailed side-by-side comparisons between Clay and the other platforms we run are in development. Until those publish, the related pages below cover how Clay fits into the systems we build.