Direct answer

What is the main risk when scaling AI proof-of-concepts to production in India?

The major risk is assuming the PoC will scale directly. PoCs are built on clean, curated datasets, but when connected to real-time data pipelines from factory sensors or retail POS systems, latency spikes and data quality plummets. Issues unseen in the pilot can cripple the entire system, causing projected business results to vanish.

1 Apr 2026
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Short answer

The major risk is assuming the PoC will scale directly. PoCs are built on clean, curated datasets, but when connected to real-time data pipelines from factory sensors or retail POS systems, latency spikes and data quality plummets. Issues unseen in the pilot can cripple the entire system, causing projected business results to vanish.

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What is the main risk when scaling AI proof-of-concepts to production in India?

The major risk is assuming the PoC will scale directly. PoCs are built on clean, curated datasets, but when connected to real-time data pipelines from factory sensors or retail POS systems, latency spikes and data quality plummets. Issues unseen in the pilot can cripple the entire system, causing projected business results to vanish.

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