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From Artificial Intelligence to Applied Intelligence: Why Finance Needs the Human + AI Equation
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Executive Summary

Artificial Intelligence provides the computational engine, but Applied Intelligence produces real business outcomes through human context and judgment.

Featured ArticleAI Strategy
Aug 16, 2026
6 min read

From Artificial Intelligence to Applied Intelligence: Why Finance Needs the Human + AI Equation

Artificial Intelligence provides the computational engine, but Applied Intelligence is created when algorithmic velocity is paired with human context, qualitative judgment, and strategic orchestration.

87%
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FP&A Agent Assistance
Atul Kulshreshtha
Atul Kulshreshtha
Strategic Advisor & Founder, GroByz Partners
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All Articles & Analyses5 articles

AI Strategy3 min read

Why a "Stable" System Might Be Your Most Expensive Asset

A decade-old system with a nominal subscription looks like a bargain — until you count the senior hours spent bridging its gaps in Excel. Total Cost of Ownership tells a very different story.

Atul Kulshreshtha
Atul Kulshreshtha
Oct 9, 2026•3 min read
AI Strategy2 min read

Why SMBs Can and Should Outsmart Large Enterprises on AI?

While enterprises burned millions chasing generative AI hype and ran into runaway token costs, SMBs have an unfair advantage: they can skip the trial-and-error phase entirely and build profitable, cost-controlled AI from Day 1.

Atul Kulshreshtha
Atul Kulshreshtha
Sep 24, 2026•2 min read
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