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Field Notes

What broke, what it cost, and what to do instead.

Every note comes from work done inside a B2B go-to-market organization, anonymized, and carries the number it rests on plus the case it can be traced to.


AI that actually runs


The data underneath it

Most teams call this a data quality problem and reach for a cleanup. The cleanup rarely helps, because the fields are populated. What is wrong is that a field means something other than what its name says, and that the filter behaves differently on empty values than the person building the list expected.

So every list built on it is plausible and wrong, and nothing tells you, because there is no second number to check the first one against.


The work it does