Insights — Enterprise AI Engineering Notes | ONAQO

NOTES FROM
INSIDE THE BUILD.

Written by the engineers doing the work, not a content team. Mostly about the unglamorous parts — evaluation, drift, integration, the month spent on data access before a model was trained. No predictions about 2030.

CADENCE Two or three pieces a month Long-form, no listicles Every claim traceable to a build
FEATURED
ENTERPRISE AI14 MIN READAUG 2026

Why most enterprise AI pilots never reach production

We went back through eleven pilots — ours and ones we inherited — and sorted the ones that shipped from the ones that quietly stopped. The dividing line was almost never model quality. It was whether anyone had agreed, in writing, what the system was allowed to decide on its own.

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