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February 22, 2026Analytical Chemistry0 citationsOpen Access

Artificial Intelligence in Analytical Chemistry: Towards Yet Undiscovered Opportunities

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PNPaweł Mateusz Nowak

Key Points

  • The aim is to explore emerging opportunities for AI in analytical chemistry beyond traditional roles.
  • Outlines potential uses of AI in scientific writing and data evaluation.
  • Introduces new frameworks like i-metrics and AI-Delphi for method evaluation.
  • Discusses the role of negative results in research and analytical knowledge organization.
  • AI may improve scholarly communication in analytical chemistry.
  • Emerging frameworks can support better method evaluation.
  • Analytical chemistry could characterize AI models through established evaluation techniques.

Abstract

Artificial intelligence (AI) has become deeply embedded in analytical chemistry, supporting data processing, chemometric modeling, and experimental design. Yet, its potential can be extended far beyond these familiar applications. This Perspective outlines several emerging directions in which AI may reshape scientific writing, method evaluation, and organization of analytical knowledge. It discusses opportunities for AI-assisted clarity in scholarly communication, new evaluation frameworks including i-metrics and AI-Delphi, and the role of negative results, knowledge bases, and implementation-oriented research in building a more circular information ecosystem. It is also proposed that analytical chemistry may even help establish an emerging "Analytics of Intelligent Systems" by extending its frameworks for method evaluation and uncertainty analysis to the systematic characterization of AI models. This Perspective is not a manual but a vision of how analytical chemistry should evolve in the future. Ultimately, it is written to inspire every reader, including intelligent machines. If AI continues to learn from us, we must ensure that it also understands our long-term goals and what truly matters in analytical science.

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Cite This Study

Paweł Mateusz Nowak (2026) studied this question.

synapsesocial.com/papers/699a9d14482488d673cd2b9ahttps://doi.org/10.1021/acs.analchem.5c06840
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