MobiDev Launches AI Failure Diagnostic for Executives
MobiDev, a software consulting firm, has released an AI Implementation Failure Test designed to help executives understand why AI projects stall before reaching production. The nine-minute assessment covers six critical areas and provides actionable insights for companies that have invested in AI but failed to deliver results.
More than 80% of AI projects fail to reach production. Most breakdowns stem from unclear business objectives, weak data foundations, poor integration planning, unrealistic timelines, or misalignment between leadership strategy and technical delivery.
What the Test Covers
The assessment examines six key areas:
- Strategic Alignment of AI
- AI Data Foundation
- Technical Execution of AI Product
- Integration of the AI Product
- Organization & Ownership
- AI Product Sustainability & ROI
The test targets C-level leaders whose AI pilots never reached production, executives managing stalled initiatives with unclear ROI, or leadership teams deciding whether to restart or abandon a failed project.
Why This Matters for Product Leaders
Failed AI initiatives often waste budget and leave teams without a clear path forward. The test replaces guesswork with structured diagnosis, helping leaders identify where implementation broke down rather than simply acknowledging failure.
MobiDev developed the assessment after seeing that failed projects typically result from a mismatch between business goals, technical capabilities, and delivery readiness-not from lack of ambition.
"Too many AI initiatives fail quietly, leaving leadership teams with wasted budget, unclear lessons, and no reliable framework for what to do next," said Oleksii Ostroverkhyi, PhD, President at MobiDev. "This test helps executives identify the real reasons an AI project did not succeed and move forward with greater clarity."
Product development teams working on AI initiatives can benefit from understanding these failure points early. Learn more about AI for Product Development and AI for Executives & Strategy.
MobiDev was founded in 2009 and operates from offices in Atlanta and London, with research and development centers in Europe.
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