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AI & Strategy
Navigating AI challenges: insights for startups and organizations
Krishna Kumar K G · 19 Dec 2025 · 4 min read
Over 70% of businesses are investing in AI. The obstacles are rarely technical — they are data, skills, trust and change management.
Startups and established organisations alike are eager to harness AI, but the journey is fraught with challenges. Understanding them ahead of time is what separates a working programme from an expensive experiment.
The recurring obstacles
- Data quality and access — models inherit whatever mess they are trained on
- Skills gaps in the teams expected to operate the output
- Integration with legacy systems and existing workflows
- Trust, governance and explainability with customers and regulators
- Change management — the part everyone under-budgets
How to get past them
Start with one process that has a measurable baseline. Put a named owner on it. Train the people who will live with it before launch, not after. Then scale the pattern, not just the tool.
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