Navigating the Failure Trap with AI Value Compass

A data driven framework by Persistent Systems × IIM Ahmedabad
Moving Enterprise AI from Pilots to Measurable Value

The Enterprise AI Reality: Activity Is Rising, Value Is Uncertain

Enterprises are rapidly experimenting with AI, but evidence shows that scaling initiatives to deliver measurable business value remains a significant challenge.

0%

Of generative AI pilots stall before production.

0%

Of AI projects miss expected ROI due to governance, readiness, or data issues.

>0

Of organizations cite fragmented business-technology.

The Pilot Paradox Holding Enterprise AI Back

What’s happening

Rapid expansion of AI pilots and proofs of concept
Easy access to models, platforms and tooling

What’s missing

Clear definitions of business value
Comparable success metrics
Early alignment on governance

What it leads to

Stalled pilots
Duplicated effort
“AI theatre” instead of transformation

Will this AI initiative ever deliver sustained enterprise value?

Introducing the AI Value Compass

The AI Value Compass is a practical, executive ready decision framework designed to replace intuition and hype with measurable insight. It helps leaders evaluate AI initiatives before scale, not after failure.

Extensive experience in executing the Build-Operate-Transfer model at scale

Clarity

Defines how each AI initiative creates business value

Best-fit product engineering services company with Innovation DNA

Comparability

Enables objective evaluation across multiple use cases

Nimble culture with execution flexibility, strong governance, operational and process excellence

Confidence

Supports evidence based investment and sequencing decisions

What is AI Value Compass

The AI Value Compass helps enterprises evaluate initiatives, prioritize investments, and scale pilots into production-grade solutions. It is a practical framework that enables leaders evaluate AI initiative across five critical vectors, replacing intuition with measurable insight, enabling objective comparison, informed decisions, and early identification of strengths and gaps.

The Five Vectors of Enterprise AI Value

The AI Value Compass helps enterprises evaluate initiatives, prioritize investments, and scale pilots into production-grade solutions. It is a practical framework that enables leaders evaluate AI initiative across five critical vectors, replacing intuition with measurable insight, enabling objective comparison, informed decisions, and early identification of strengths and gaps.

AI success is not driven by technology alone. The Compass evaluates initiatives across five enterprise critical dimensions that collectively determine whether AI scales or stalls.

Vector	What It Evaluates	Why It Matters
Business	Value clarity, ROI, time to impact	Prevents low value experimentation
People	Adoption readiness, trust, change friction	AI fails without human uptake
Operations	Workflow integration, reliability, productivity	Ensures AI runs the business
Data	Quality, freshness, infrastructure readiness	Reduces hallucination and scale risk
Risk & Governance	Explainability, compliance, controls	Enables safe enterprise adoption

Scoring Note: Each vector is rated 1–5, enabling a comparable heatmap.

How its Works
From Scoring to Action in Four Weeks

What Value Led AI Looks Like in Practice

Automotive – GenAI Sales Assistant

70% faster vehicle shortlisting
3× improvement sales productivity
8–12% projected uplift in conversion rates
Cost per inquiry reduced from $8–10 to less than$1

Biotechnology – AI Driven Access Governance

75% faster employee and contractor onboarding
60% reduction in access requests
30–70% reduction in certification effort

Private Equity – AI Led Technology Due Diligence

Full assessment completed in 14 days
50–70% potential reduction in future R&D effort identified

Download the report to explore the AI Value Compass and master enterprise value measurement while avoiding common AI pitfalls

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