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AI ROI Elusive Due to Broken Business Processes, Not Tech

Many organizations are struggling to see a return on investment from AI despite widespread adoption, according to Ashwin Ballal, CIO at Freshworks. The core issue is not the AI technology itself, but rather flawed operating models and broken business processes that AI is being applied to. Ballal argues that simply automating existing, inefficient workflows leads to amplified dysfunction, and that companies need to first standardize processes and consolidate systems before effectively leveraging AI agents. Without this foundational work, AI investments often fail to deliver tangible business outcomes like cost savings or faster shipping. AI

IMPACT Highlights the critical need for process optimization and system consolidation to achieve AI ROI, rather than focusing solely on technology deployment.

RANK_REASON Opinion piece by an industry executive discussing AI adoption challenges.

Read on Forbes — Innovation →

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AI ROI Elusive Due to Broken Business Processes, Not Tech

How we ranked this

Signal score
0 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Commentary
Opinion piece by an industry executive discussing AI adoption challenges.
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
opinion, product, infra
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
87 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

Full methodology in our editorial standards.

COVERAGE [1]

  1. Forbes — Innovation TIER_1 English(EN) · Ashwin Ballal, Forbes Councils Member ·

    Your AI Rollout Isn’t The Problem. Your Operating Model Is.

    If AI adoption is lagging or not bringing any real value, the problem might be your operating model.