Ai
201 posts filed under Ai.
ROI Measures For Pipelines
We scored a client's pipelines on cost against consumption. About 1 in 5 had a monthly bill and zero consumers.
Read →Real-Time Failure Modes
Duplicate invoices came from the recovery, not the outage. The retry replayed 40 minutes into a double-counting sink.
Read →Fractional Multi-Client Economics
A company at 40 people needs senior data judgment about 2 days a week. Full-time is the wrong container.
Read →Ownership Vacuum Patterns
Nobody owned the orders table. Everyone had opinions about it in the incident channel.
Read →36% Learn AI Via Tools
Your engineers are already learning AI at work. The only question is whether it's sanctioned.
Read →Observability Blast Radius
A failure that cost one dashboard last year now takes out 40 downstream jobs. The platform grew. The alerts didn't.
Read →Series B Hiring Role Matrix
Half the "Head of Data" searches I see are two different jobs wearing one title.
Read →AI Data Foundation Check
Every AI roadmap I review gets the same first check: whether the data could go in a board deck unchecked.
Read →Pipeline Full-Time Owner Trap (Year 2 Update)
One pipeline quietly consumed a full data engineer. On a team of 5, that's 20% of capacity feeding one job.
Read →Data Mesh Readiness For 50+
A 60-person scaleup asked me to design their data mesh. After the readiness check, we kept the central team.
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