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After the AI Pilot: From Experiment to Everyday Decisions

Jan 20, 2026 9:47:49 AM

2026-01_Nisum AI Journal Blog

Many organizations can point to an AI pilot that delivered results. Far fewer have carried that success into day-to-day operations.

That challenge is at the center of a recent AI Journal article exploring how AI is actually being used across industries today. The piece moves past experimentation to look at where AI is already embedded in real workflows, influencing decisions rather than producing isolated insights.

As we have covered before, the real test of AI begins after the pilot phase. This is where reliability, integration, and human judgment become critical, and where many initiatives either mature or stall.

Nisum is mentioned in the article for its experience in the retail industry, a sector where pricing, inventory, and merchandising decisions are made continuously at scale. The article highlights how AI delivers impact when predictive insights are embedded directly into the systems that drive daily commercial decisions, supporting teams rather than replacing them.

For leaders looking to understand what AI looks like beyond experimentation, this article offers a concise view of how organizations are moving from pilots to production.

Read the full article on AI Journal:
https://aijourn.com/how-businesses-across-industries-are-actually-using-ai-today/

Nisum

Nisum

Founded in California in 2000, Nisum is a digital commerce company focused on strategic IT initiatives using integrated solutions that deliver real and measurable growth.

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After the AI Pilot: From Experiment to Everyday Decisions

Jan 20, 2026 9:47:49 AM

2026-01_Nisum AI Journal Blog

Many organizations can point to an AI pilot that delivered results. Far fewer have carried that success into day-to-day operations.

That challenge is at the center of a recent AI Journal article exploring how AI is actually being used across industries today. The piece moves past experimentation to look at where AI is already embedded in real workflows, influencing decisions rather than producing isolated insights.

As we have covered before, the real test of AI begins after the pilot phase. This is where reliability, integration, and human judgment become critical, and where many initiatives either mature or stall.

Nisum is mentioned in the article for its experience in the retail industry, a sector where pricing, inventory, and merchandising decisions are made continuously at scale. The article highlights how AI delivers impact when predictive insights are embedded directly into the systems that drive daily commercial decisions, supporting teams rather than replacing them.

For leaders looking to understand what AI looks like beyond experimentation, this article offers a concise view of how organizations are moving from pilots to production.

Read the full article on AI Journal:
https://aijourn.com/how-businesses-across-industries-are-actually-using-ai-today/

Nisum

Nisum

Founded in California in 2000, Nisum is a digital commerce company focused on strategic IT initiatives using integrated solutions that deliver real and measurable growth.

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