From “give employees AI tools” to “prove they can actually work with AI”
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From “give employees AI tools” to “prove they can actually work with AI”

Coforge launched its “AI Adoption Fabric” — focused on workforce readiness, operating-model redesign and measuring adoption — and India’s IT sector is shifting to outcome-based billing. The problem is moving from deploying AI to proving effective use.

Source: Coforge AI Adoption Fabric · 31 Aug 2026 ↗
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On 31 August 2026, Coforge launched its “AI Adoption Fabric” for agentic software development — focused not only on deploying AI tools, but on assessing workforce readiness, redesigning operating models, measuring adoption, and linking AI usage to measurable business outcomes.

Coforge is explicit: early productivity gains from AI coding tools often fail to translate into enterprise transformation, because organisations struggle with workflow change, governance, workforce behaviour and measuring adoption.

A second signal reinforces it: India’s IT-services providers are moving contracts away from hour/seat-based billing toward measurable outcomes and productivity, as customers expect AI to produce tangible efficiency gains.

The enterprise problem is moving from “give employees AI tools” to “can we prove employees are actually capable of working effectively with AI?”

That elevates AI Workforce Readiness + Adoption Measurement to a first-class proposition — measuring Role → workflow → AI-assisted task → demonstrated performance → evidence → proficiency → adoption → productivity improvement → re-verification. For software teams: agent capability across requirements → coding → testing → code review → debugging → documentation → quality controls.

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GoMeasure gives leaders that management layer: who is genuinely AI-ready, which teams use AI only superficially, who needs upskilling, and whether training produced measurable improvement — a workforce measurement layer, not just an assessment tool.

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