Out of the POC graveyard
Walk into most organisations and you will find a graveyard of proofs-of-concept. Each one worked. Each one impressed a room. And each one is now a slide in a deck no one opens. The technology was never the problem; the path to production was.
A demo only has to survive a curated example for ninety seconds. Production has to survive Monday morning — the messy input, the missing field, the exception the business has quietly tolerated for years. The distance between those two worlds is where most value evaporates.
Build for the exception, not the demo
We design the unhappy path first. What happens when the model is unsure? Who sees the output, and what can they do about it? Where does the work go when automation steps back? A pilot that ignores those questions is not ninety per cent done — it has barely started.
Owning the exception is also where the trust is won. People adopt a tool they can correct far faster than one that demands blind faith. The handover from machine to human is a feature, not an admission of failure.
Pick one workflow and finish it
The fastest way out of the graveyard is narrow scope and real stakes. One workflow, wired end to end, used by real people on real volume, beats ten dazzling pilots that touch nothing. Finishing one thing teaches you more than starting five.
Production is a discipline, not a milestone. The question is never “can it work?” — it almost always can. The question is whether you are willing to do the unglamorous integration work that lets it keep working when you stop watching.