AI Product Roadmaps: Building Teams Before Features

What happens when your VP commits to shipping AI by Q1, but the feature doesn't exist yet? David Ohnstad recounts the October afternoon his team restructured around an unapproved anomaly detection system—and what actually matters when organizations bet on machine learning. Full article: https://davidohnstad.net/ai-product-roadmaps-building-teams-before-features/

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-02
DOI
https://doi.org/10.5281/zenodo.23893273
Primary Topic
Artificial Intelligence Applications
Type
article
Field-Weighted Citation Impact
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article

AI Product Roadmaps: Building Teams Before Features

David Ohnstad
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Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence Applications
article

AI Product Roadmaps: Building Teams Before Features

David Ohnstad
article en

Abstract

What happens when your VP commits to shipping AI by Q1, but the feature doesn't exist yet? David Ohnstad recounts the October afternoon his team restructured around an unapproved anomaly detection system—and what actually matters when organizations bet on machine learning. Full article: https://davidohnstad.net/ai-product-roadmaps-building-teams-before-features/

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 17%
Artificial Intelligence Applications
DOIOpen Access PDFOpenAlex
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AI Product Roadmaps: Building Teams Before Features — David Ohnstad · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS