"Why didn't we see this?"
We built a prototype. Crude at first—just a way to let AI query our deliverability
data and follow chains of investigation the way a human expert would.
Then we pointed it at a real customer's data. A customer we thought we knew well.
A customer whose email program we'd been monitoring for months.
Within hours, it found a pattern we'd completely missed: a specific sender identity
was performing differently at one ISP—but only on mobile devices, and only in
certain geographies. The signal had been there for weeks, buried in the noise,
invisible to our dashboards because nobody had thought to slice the data that way.
That was the moment. Not "this is interesting technology." But:
"Why didn't we see this? And what else are we missing—right now—for every
other customer?"