Some import failures should fix themselves. Others are the system admitting it doesn't know enough to decide safely. How we think about automating failure recovery without quietly making the wrong call on someone's data.
Jasmine Frantz · 6 min
How Introzy turns a Zoom recording into CRM context: thin webhooks, a two-stage calendar matcher with a 15-minute window, private R2 transcripts with a 90-day TTL, and one idempotent in-app notification.
Guilherme Barroso · 7 min
Most CRM imports treat CSV parsing as the challenge. We rebuilt ours around a different idea: importing is an onboarding problem. Here's the actual pipeline: three mapping signals, an agreement gate, real confidence thresholds, and a diff that runs before a single write.
Jasmine Frantz · 9 min
How we use version-controlled Markdown commands to keep AI-generated code quality high: the actual two-pass verification pipeline, and two real production near-misses that shaped it.
Matthew Watson · 8 min
We're starting an engineering blog. Here's why, what we'll write about, and a full tour of the monorepo that powers Introzy.
Zac Sheffer · 7 min