Automated compliance checking in AEC in the era of AI and LLMs: A review (2022–2025)
Senousy, Youssef and Cheung, Franco and Beach, Thomas and Elezaj, Ogerta and Vakaj, Edlira (2026) Automated compliance checking in AEC in the era of AI and LLMs: A review (2022–2025). Automation in Construction, 191. p. 107165. ISSN 0926-5805
Preview |
Text
1-s2.0-S0926580526004061-main.pdf - Published Version Available under License Creative Commons Attribution. Download (5MB) |
Abstract
Since 2022, advances in Artificial Intelligence (AI) and Large Language Models (LLMs) have reshaped Automated Compliance Checking (ACC) in AEC. This review applies an AI-driven PRISMA workflow combining LLM-assisted discovery and screening with transparent provenance and audit trails. Studies are mapped to five ACC pipeline stages: rule interpretation, model preparation, rule execution, reporting, and decision support. Iterative coding identifies ten cross-cutting themes used as analytical lenses: Multimodal Information Extraction, Formalisation of Regulatory Text, Semantic Alignment with BIM/IFC, Integration of Ontologies and Knowledge Graphs, Rule Representation and Reasoning, Model-Driven Compliance Intelligence, Tool Development and Real-World Application, Explainability and Trust in AI Systems, Human-in-the-Loop Approaches, Evaluation and Benchmarking. The analysis examines their presence across stages, highlights the rise of LLM-assisted rule discovery, and identifies assurance practices. The review presents a stage-based gap analysis, an evidence-based agenda for interpretable, auditable, multimodal ACC, and a reproducible method for maintaining a living review over time.
| Item Type: | Article |
|---|---|
| Identification Number: | 10.1016/j.autcon.2026.107165 |
| Dates: | Date Event 21 July 2026 Accepted 4 August 2026 Published Online |
| Uncontrolled Keywords: | Artificial Intelligence (AI), AutomateD Compliance Checking (ACC), Building Information Modelling (BIM), Explainability, Human-in-the-loop (HITL), Large Language Models (LLMs) |
| Subjects: | CAH11 - computing > CAH11-01 - computing > CAH11-01-01 - computer science |
| Divisions: | Architecture, Built Environment, Computing and Engineering > Computer Science |
| Depositing User: | Gemma Tonks |
| Date Deposited: | 05 Nov 2026 14:58 |
| Last Modified: | 05 Nov 2026 14:58 |
| URI: | https://www.open-access.bcu.ac.uk/id/eprint/17294 |
Actions (login required)
![]() |
View Item |

Tools
Tools