Abstract
This article analyzes the use of artificial intelligence (AI) in the disclosure and verification of financial and sustainability information within Colombia’s agricultural sector. Through a qualitative approach and the application of natural language processing (NLP) techniques, the study assesses the quality and transparency of reports published between 2018 and 2022. The sample comprises 418 agricultural companies, grouped according to the availability and verification of their disclosures. The findings reveal that only 30% of these companies implement independent verification processes, while the majority disclose information without ensuring its accuracy. Companies that conduct verification produce more detailed reports that are aligned with international standards such as GRI and ISAE 3000. In contrast, companies without verification tend to use more general and less quantitative language, making it difficult to assess their actual impact. The study concludes that AI can serve as an effective tool for identifying inconsistencies, enhancing credibility, and optimizing auditing processes within the sector. However, barriers such as limited resources and a perceived lack of added value in verification, particularly among companies with local operations, were identified. The study emphasizes the need to foster an environment that encourages the use of AI as a complement to traditional audits, promoting greater transparency and accountability in information disclosure in Colombia’s agricultural sector.
Ahmad, Z., AlWadi, B. M., Kumar, H., Ng, B. K. y Nguyen, D. N. (2024). Digital transformation of family-owned small businesses: a nexus of internet entrepreneurial self-efficacy, artificial intelligence usage and strategic agility. Kybernetes. https://doi.org/10.1108/K-10-2023-2205
Akpan, M. (2024a). Artificial Intelligence. Future-Proof Accounting, 85-93. https://doi.org/10.1108/978-1-83797-819-920241010
Akpan, M. (2024b). Visualization: Power BI, Tableau and Alteryx. Future-Proof Accounting, 141-149. https://doi.org/10.1108/978-1-83797-819-920241013
Alshahrani, F., Eulaiwi, B., Duong, L. y Taylor, G. (2024). Climate change disclosure performance and audit fees: evidence from Australia. Sustainability Accounting, Management and Policy Journal. https://doi.org/10.1108/SAMPJ-07-2023-0509
Awwad, B. S., Alkababji, M. W. y Razia, B. S. (2024). Artificial intelligence and the quality of accounting information in Palestinian industrial companies. Journal of Financial Reporting and Accounting. https://doi.org/10.1108/JFRA-07-2024-0417
Azzutti, A. (2024). Artificial Intelligence and Machine Learning in Finance: Key Concepts, Applications, and Regulatory Considerations. En H. K. Baker, G. Filbeck, y K. Black (eds.), The Emerald Handbook of Fintech: Reshaping Finance (pp. 315-339). Emerald Publishing. https://dx.doi.org/10.2139/ssrn.4851418
Cano Sanz, C. G., Ramírez Giraldo, M. T., Tribín Uribe, A. M., y Iregui Bohórquez, A. M. (eds.). (2016). El desarrollo equitativo, competitivo y sostenible del sector agropecuario en Colombia. Banco de la República.
Bo, S. y Battisti, E. (2024). Green finance and greenwashing: charting a sustainable path forward. Qualitative Research in Financial Markets. https://doi.org/10.1108/QRFM-05-2024-0125
Departamento Administrativo Nacional de Estadística (DANE). (2019). Encuesta nacional agropecuaria (ENA). https://www.dane.gov.co/index.php/estadisticas-por-tema/agropecuario/encuesta-nacional-agropecuaria-ena
DANE. (2024). PIB Información técnica. https://www.dane.gov.co/index.php/estadisticas-por-tema/cuentas-nacionales/cuentas-nacionales-trimestrales/pib-informacion-tecnica
Deloitte Colombia. (2021). Circular 031: Revelación de información social y ambiental. https://www2.deloitte.com/co/es/pages/risk/articles/circular-031-revelacion-de-informacion-social-y-ambiental.html
Departamento Nacional de Planeación (DNP). (2024). Taxonomía Verde de Colombia. https://finanzasdelclima.dnp.gov.co/movilizacionrecursos/generacion-conocimiento/Paginas/taxonomia-verde-de-colombia.aspx
Organización Internacional del Trabajo (OIT). (2019). Erradicar el trabajo infantil, el trabajo forzoso y la trata de personas en las cadenas mundiales de suministro. https://www.ilo.org/sites/default/files/wcmsp5/groups/public/@ed_norm/@ipec/documents/publication/wcms_716932.pdf
Organización de las Naciones Unidas para la Alimentación y la Agricultura (FAO). (2020). Trabajo infantil. Organización de las Naciones Unidas para la Alimentación y la Agricultura. https://www.fao.org/rural-employment/work-areas/child-labour/es/
Galárraga Páez, M. P. (2024). Contabilidad Ambiental: Integrando la Sostenibilidad en la Información Financiera. Dominio de Las Ciencias, 10(2), 1179-1189. https://doi.org/10.23857/DC.V10I2.3872
Gerber, R., Smit, A., y Botha, M. (2024). An evaluation of environmental, social, and governance reporting in the agricultural sector. Business Strategy & Development, 7(1), e316. https://doi.org/10.1002/BSD2.316
Global Reporting Initiative (GRI). (2022). Estándar Sectorial para Agricultura, Acuicultura y Pesca. https://www.globalreporting.org/standards/standards-development/sector-standard-for-agriculture-aquaculture-and-fishing/
Guralnick, R., y Morris, R. A. (2024). Biodiversity Informatics. Encyclopedia of Biodiversity, 5, 308-313. https://doi.org/10.1016/B978-0-12-822562-2.00329-7
Huang, C., Mirza, S. S., Zhang, C., y Miao, Y. (2024). Corporate digital transformation and audit signals: building trust in the digital age. Meditari Accountancy Research, 33(2), 553-587. https://doi.org/10.1108/MEDAR-10-2023-2187
Junta Internacional de Normas de Auditoría y Aseguramiento (IAASB). (2024). Final Pronouncement. ISSA 5000 General Requirements for Sustainability Assurance Engagements and Conforming and Consequential Amendments to Other IAASB Standards Arising from ISSA 5000. https://www.iaasb.org/publications/international-standard-sustainability-assurance-5000-general-requirements-sustainability-assurance
KPMG. (2024). La IA en el reporting financiero y la auditoria. https://kpmg.com/es/es/informes-publicaciones/2024/09/ia-reporting-financiero-auditoria.html
Kurniawan, P. S., y Basuki, B. (2024). Sustainability reporting assurance practice in Indonesia: assuror and academician perspective. Accounting Research Journal, 37(5), 481-499. https://doi.org/10.1108/ARJ-05-2023-0132
Laboratorio de Sostenibilidad Empresarial. (2023). Empresas del Colombiano - Una revisión entorno a la Sector Agropecuario sostenibilidad. https://labsostenibilidad.javeriana.edu.co/documents/5898001/6068198/empresas-del-sector-agropecuario-colombiano-una-revision-entorno-a-la-sostenibilidad-pontificia-universidad-javeriana-personas-campesinos-trabajadores.pdf/204c59a9-ccc0-05fa-e18d-bd49249f7a97?t=1703091975270
LegisComex. (2024). LegisComex. Sistema de Inteligencia Comercial. https://legiscomexnet-legis-com-co.bbibliograficas.ucc.edu.co/Home/Financiero?id=4fd786822aff4efebee2e717267f6acb
Luque-Vílchez, M., Cordazzo, M., Rimmel, G., y Tilt, C. A. (2023). Key aspects of sustainability reporting quality and the future of GRI. Sustainability Accounting, Management and Policy Journal, 14(4), 637-659. https://doi.org/10.1108/SAMPJ-03-2023-0127
Maček, A., Murg, M., y Čič, Ž. V. (2020). How Robotic Process Automation is Revolutionizing the Banking Sector. In T. Dirsehan (Ed.), Managing Customer Experiences in an Omnichannel World: Melody of Online and Offline Environments in the Customer Journey (pp. 271-286). Emerald Publishing Limited. https://doi.org/10.1108/978-1-80043-388-520201020
Ministerio de Agricultura. (2024). La economía nacional vuelve a crecer liderada por el sector agro. https://www.minagricultura.gov.co/noticias/Paginas/La-econom%C3%ADa-nacional-vuelve-a-crecer-liderada-por-el-sector-agro.aspx
Musleh Al-Sartawi, A. M. A., Hussainey, K., y Razzaque, A. (2022). The role of artificial intelligence in sustainable finance. Journal of Sustainable Finance & Investment, 1-6. https://doi.org/10.1080/20430795.2022.2057405
Organización Internacional del Trabajo (OIT). (2019). Trabajo infantil en la agricultura. https://www.ilo.org/es/programa-internacional-para-la-erradicacion-del-trabajo-infantil-ipec/sectores-y-areas-de-trabajo/trabajo-infantil-en-la-agricultura
Pimentel, E., Boulianne, E., y Spence, C. (2024). When audit confronts blockchain. Accounting, Auditing and Accountability Journal. https://doi.org/10.1108/AAAJ-12-2023-6768
Qatawneh, A. M. (2024). The role of artificial intelligence in auditing and fraud detection in accounting information systems: moderating role of natural language processing. International Journal of Organizational Analysis. https://doi.org/10.1108/IJOA-03-2024-4389
Sánchez, J., Domínguez, R., León, M., Samaniego, J., y Sunkel, O. (2019). Desarrollo Sostenible Recursos naturales, medio ambiente y sostenibilidad. 70 años de pensamiento de la CEPAL. https://www.cepal.org/es/publicaciones/44785-recursos-naturales-medio-ambiente-sostenibilidad-70-anos-pensamiento-la-cepal
Sætra, H. S. (2024). The Esg Backlash: Politics, Ideology, and the Future of Sustainable Business. International Finance Review, 23, 161-167. http://doi.org/10.1108/S1569-376720240000023009
Simnett, R. (2012). Assurance of sustainability reports: Revision of ISAE 3000 and associated research opportunities. Sustainability Accounting, Management and Policy Journal, 3(1), 89-98. https://doi.org/10.1108/20408021211223570
Sotomayor, O., Ramírez, E., y Martínez, H. (Coords.). (2021). Digitalización y cambio tecnológico en las mipymes agrícolas y agroindustriales en América Latina. https://repositorio.cepal.org/server/api/core/bitstreams/787ce64b-7f95-4a27-aad9-0a3dc9a3bb70/content
Superintendencia de sociedades. (2023). Circular Externa 100-000010 de 21 de noviembre de 2023. https://www.supersociedades.gov.co/preview_search_result/-/asset_publisher/y8cpLFNLRnDt/document/id/6857030
Superintendencia de Sociedades. (2024). Sostenibilidad empresarial. https://www.supersociedades.gov.co/web/nuestra-entidad/sostenibilidad
Yang, S., Venkatachalam, K., Darko, A., Dilling, P. F. A., Harris, P., y Caykoylu, S. (2024). The Impact of Corporate Characteristics on Climate Governance Disclosure. Sustainability, 16(5), 1962. https://doi.org/10.3390/SU16051962
Zhang, Z., y Shi, W. (2024). How does audit digitalization stimulate corporate green innovation? The mediating role of R&D investment. Managerial Auditing Journal, 39(7), 799-820. https://doi.org/10.1108/MAJ-08-2023-4013

This work is licensed under a Creative Commons Attribution 4.0 International License.
Copyright (c) 2025 Viviana Paola Delgado Sánchez