Freshworks eyes development efficiency, not token usage, as key metric for AI success

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Freshworks is measuring AI success by how much it shortens the path from development to production, not by how many tokens its tools consume. The company says coding is no longer the main bottleneck; review, testing, and deployment now matter more for productivity gains. Freshworks is also building a shared context layer so engineering, design, and support teams can reuse knowledge across the software lifecycle. The company says AI has sped up internal development cycles by about 30% and is redirecting those gains into new projects rather than layoffs.

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Freshworks
$500M to $1B