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Manila Times Business

Aptean Research Reveals Why General-Purpose AI is Falling Short of Corporate Expectations

Organizations Using Industry-Specific AI Report Better Operational Results Aptean 2026 Artificial Intelligence Research KPI Improvements, Industry-Specific and General-Purpose AI vs. General-Purpose AI Only ALPHARETTA, Ga., July 28, 2026 (GLOBE NEWSWIRE) -- One year after an MIT study1 reported 95% of generative AI pilots were failing to deliver measurable value, new international research from Aptean, points to a primary cause: general-purpose AI lacks the relevance and accuracy that businesses

Context & Analysis

The early wave of artificial intelligence adoption treated the technology like a universal utility, expecting off-the-shelf models to handle everything from customer service to supply chain forecasting. That approach has run into reality. Enterprises worldwide are discovering that broad AI systems struggle with the nuances of regulated workflows, legacy data structures, and sector-specific compliance requirements. The gap between pilot enthusiasm and production readiness is widening because generic models cannot reliably navigate industry rules, specialized terminology, or localized operational constraints without heavy customization.

For Philippine businesses, this pivot carries direct consequences. Local manufacturers, retailers, and business process outsourcing firms have been experimenting with generative tools to streamline reporting, automate client onboarding, and optimize inventory. Yet many operate within tight margin structures and face strict oversight from agencies like the Securities and Exchange Commission, the Data Privacy Act, and sectoral regulators. Deploying undifferentiated AI introduces compliance risk and operational friction. Industry-tailored systems, by contrast, are built around established Philippine standards, local tax codes, and familiar enterprise resource planning environments, making integration smoother and audit trails clearer.

Investors and management teams should track how local technology vendors and global providers adjust their offerings for the Philippine market. Watch for partnerships between system integrators and regulated industries, particularly in banking, logistics, and healthcare, where accuracy and accountability outweigh novelty. The Department of Trade and Industry’s ongoing digitalization push will likely emphasize tools that align with existing business processes rather than replace them. Success will depend less on chasing breakthrough models and more on measuring return on investment through reduced error rates, faster cycle times, and compliance readiness. Businesses that treat AI as a precision instrument rather than a catch-all shortcut will be better positioned to scale sustainably.

Analysis by IJE Software — original commentary on the story above.

This is an excerpt. Read the full article at the original source:

Source: manilatimes.net

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