LUDA Research Group

Why Does AI So Often Fall Flat in the Real World?

Companies worldwide are pouring enormous resources into AI — yet an MIT study found that 95% of organizations adopting generative AI failed to achieve any measurable results. New Zealand tells a similar story: while 87% of businesses have adopted AI in some form, only 12% report consistent, meaningful outcomes. The problem isn't the technology. It's the gap between deploying AI and actually making it work. The people bridging that gap are called FDEs — Forward Deployed Engineers.

FDEs: Engineers Who Get Their Hands Dirty On-Site

An FDE (Forward Deployed Engineer) is not your typical consultant who hands over a report and walks away. They embed directly within a client's organization, analyze existing systems and data, write real code, and ensure the AI solution is running reliably before they leave. The concept was pioneered by data analytics firm Palantir in 2019, and has since spread across the tech industry — from OpenAI and Google to Salesforce and beyond. Think of them as highly specialized technicians who install and fine-tune cutting-edge AI tools to fit each company's unique environment.

How Are FDEs Being Used in South Korea and New Zealand?

In South Korea, global giants like Palantir, Salesforce, and Google are actively hiring bilingual (Korean/English) FDEs. AI company MakinaRocks launched a dedicated FDE team in 2024 and completed 123 projects in 2025 alone. Fashion conglomerate LF successfully integrated an AI multi-agent system into its legacy infrastructure within just six months of deploying an FDE team. In New Zealand, FDEs typically operate as part of broader APAC hubs covering Australia, NZ, and Southeast Asia, handling AI deployments across banking, mining, and government sectors. Insurtech firm Federato is currently hiring FDEs in NZ with salaries ranging from NZD 130,000 to 160,000.

What Does It Take to Become an FDE?

FDEs are T-shaped professionals — deep technical expertise combined with strong communication and business acumen. Core competencies include software development skills (Python, SQL, cloud platforms), AI agent design and deployment, the ability to explain complex concepts clearly to executives, and a strong sense of ownership and accountability. FDE job postings have exploded by over 800% year-over-year in 2025. In the US, top-tier FDEs at companies like OpenAI and Anthropic can earn the equivalent of USD 300,000–450,000 annually, placing them among the highest-paid roles in tech.

Key Takeaways

FDEs (Forward Deployed Engineers) are a hybrid technical role focused on making AI actually work within real client environments.
Their core mission is solving the "last-mile implementation problem" — the reason 95% of AI-adopting companies fail to see results.
In South Korea, companies like MakinaRocks, LF, and Channel Talk are adopting the FDE model, while Palantir, Salesforce, and Google are hiring Korean-market FDEs.
New Zealand has an 87% AI adoption rate but only a 12% success rate — making the case for FDEs increasingly compelling.
Global FDE job postings have surged over 800% in 2025, cementing the role as one of the defining careers of the AI era.

Final Thoughts