{
  "id": 2094735,
  "title": "Why your best-interviewing AI candidate may not be your best AI hire",
  "url": "https://urgent.news/2026/08/20/why-your-best-interviewing-ai-candidate-may-not-be-your-best-ai-hire",
  "topic": "ai",
  "section": "AI",
  "published": "2026-08-20T07:38:11.000Z",
  "source": {
    "name": "TechRadar",
    "slug": "techradar",
    "url": "https://www.techradar.com/pro/why-your-best-interviewing-ai-candidate-may-not-be-your-best-ai-hire"
  },
  "original_language": "en",
  "account": "The demand for AI skills has skyrocketed, with nearly 90% of companies investing in AI but fewer than 40% reporting measurable gains. In a hiring process, candidates often dazzle with fluent language about AI models and architectures, but this doesn't necessarily translate to actual competence in using AI within a production environment. The problem lies not in the candidates' people skills, but in the hiring process itself. To address this, organizations must shift their focus from merely evaluating candidates' knowledge of AI tools to assessing their ability to apply AI fluently in real-world scenarios. This involves testing candidates on actual work tasks, changing interview questions to probe for practical examples of AI mishaps and resolutions, and giving candidates realistic AI tasks to demonstrate their ability to navigate challenges and adapt to changing requirements. By implementing these changes, companies can more accurately identify candidates who possess the fluency needed to successfully integrate AI into their operations, ultimately reducing the risk of costly AI hiring mistakes.",
  "summary": "Why confident AI job candidates may lack real-world competence.",
  "key_points": [
    "Companies invest heavily in AI but see limited measurable gains.",
    "Interviews often highlight candidates' AI knowledge but not real-world application.",
    "Organizations should assess candidates' ability to apply AI in practical scenarios."
  ],
  "editors_take": "Shifting the hiring focus from AI knowledge to practical application helps companies identify candidates who can integrate AI into operations, reducing the risk of costly hiring mistakes.",
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}