Assessing Opportunities for LLMs in Software Engineering and Acquisition
• SEI Report
Publisher
Software Engineering Institute
DOI (Digital Object Identifier)
10.58012/m3hj-6w28Abstract
In this white paper, the authors examine how decision makers, such as technical leads and program managers, can assess the fitness of large language models (LLMs) to address software engineering and acquisition needs. They introduce exemplar scenarios in software engineering and software acquisition, and they identify common archetypes. The authors also describe common concerns involving the use of LLMs and enumerate tactics for mitigating those concerns. Using these common concerns and tactics, the authors demonstrate how decision makers can assess the fitness of LLMs for their own use cases through two examples.
Cite This SEI Report
Bellomo, S., Zhang, S., Ivers, J., Cohen, J., & Ozkaya, I. (2023, November 1). Assessing Opportunities for LLMs in Software Engineering and Acquisition. Retrieved August 12, 2026, from https://doi.org/10.58012/m3hj-6w28.
@techreport{bellomo_2023,
author={Bellomo, Stephany and Zhang, Shen and Ivers, James and Cohen, Julie and Ozkaya, Ipek},
title={Assessing Opportunities for LLMs in Software Engineering and Acquisition},
month={Nov},
year={2023},
institution={Software Engineering Institute, Carnegie Mellon University},
doi={10.58012/m3hj-6w28},
url={https://doi.org/10.58012/m3hj-6w28},
note={Accessed: 2026-Aug-12}
}
Bellomo, Stephany, Shen Zhang, James Ivers, Julie Cohen, and Ipek Ozkaya. "Assessing Opportunities for LLMs in Software Engineering and Acquisition." Software Engineering Institute, Carnegie Mellon University. Software Engineering Institute, November 1, 2023. https://doi.org/10.58012/m3hj-6w28.
S. Bellomo, S. Zhang, J. Ivers, J. Cohen, and I. Ozkaya, "Assessing Opportunities for LLMs in Software Engineering and Acquisition," Software Engineering Institute, Carnegie Mellon University. Software Engineering Institute, 1-Nov-2023 [Online]. Available: https://doi.org/10.58012/m3hj-6w28. [Accessed: 12-Aug-2026].
Bellomo, Stephany, Shen Zhang, James Ivers, Julie Cohen, and Ipek Ozkaya. "Assessing Opportunities for LLMs in Software Engineering and Acquisition." Software Engineering Institute, Carnegie Mellon University, Software Engineering Institute, 1 Nov. 2023. https://doi.org/10.58012/m3hj-6w28. Accessed 12 Aug. 2026.
Bellomo, Stephany; Zhang, Shen; Ivers, James; Cohen, Julie; & Ozkaya, Ipek. Assessing Opportunities for LLMs in Software Engineering and Acquisition. Software Engineering Institute. 2023. DOI: 10.58012/m3hj-6w28. https://doi.org/10.58012/m3hj-6w28