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AI accelerates product development but loses crucial learning, says expert

By PulseAugur Editorial · [1 sources] ·

Venkatesh Sankaran, founder of Saguna Consulting Services, argues that innovation and learning are being lost in the product development lifecycle, particularly as AI becomes more integrated. He highlights that while AI can accelerate execution, it often fails to preserve the reasoning behind decisions, leading to a disconnect between productivity gains and actual business outcomes. Sankaran uses examples from consulting and a healthcare company to illustrate how teams optimize individual tasks without maintaining a shared understanding of assumptions and their impact on product success. AI

IMPACT Highlights how AI integration in product development can hinder learning and business value if not managed correctly.

RANK_REASON Opinion piece by an industry expert discussing AI's impact on product development.

Read on Forbes — Innovation →

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

AI accelerates product development but loses crucial learning, says expert

How we ranked this

Signal score
4 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Commentary
Opinion piece by an industry expert discussing AI's impact on product development.
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
product, opinion
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
Breaking (< 6h)
Fresh story with cross-source coverage still developing. Ranking may shift as more sources report.

Full methodology in our editorial standards.

COVERAGE [1]

  1. Forbes — Innovation TIER_1 English(EN) · Venkatesh Sankaran, Forbes Councils Member ·

    The Missing Thread In Product Development

    AI can move from accelerating product development to strengthening the decisions that determine its success.

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