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AI Budgets Misdirected: Focus on Application, Not Just Models

By PulseAugur Editorial · [1 sources] ·

Many enterprises are misallocating their AI budgets, focusing too heavily on the model layer like platform licensing and infrastructure, rather than embedding existing AI models into core business operations. This "apply AI" economy, which focuses on integrating AI into real-world workflows, is growing rapidly but remains underfunded. Companies need to prioritize process redesign, technology modernization, skills development, and robust data strategies to truly leverage AI for value creation. AI

IMPACT Highlights the need for enterprises to shift AI investment from model infrastructure to practical application and integration for tangible business value.

RANK_REASON Opinion piece from an industry expert discussing enterprise AI strategy.

Read on Forbes — Innovation →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

AI Budgets Misdirected: Focus on Application, Not Just Models

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0 / 100
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Commentary
Opinion piece from an industry expert discussing enterprise AI strategy.
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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.
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opinion, product
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
132 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) · Rohit Kedia, Forbes Councils Member ·

    Your AI Budget Is Going To The Wrong Place

    Most enterprise AI budgets are being spent in the wrong place. Here's how leaders can shift from AI experimentation to operational, applied intelligence that delivers measurable business value.

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