Agentic generative AI for context-aware outlier removal and historical cost optimization in construction

Vamsi Sai Kalasapudi; Krishna Pranay Angara; Charles Tofferi; Naga Sai Aditya Varanasi

doi:10.3389/fbuil.2025.1678156

Agentic generative AI for context-aware outlier removal and historical cost optimization in construction

Vamsi Sai Kalasapudi
, Krishna Pranay Angara
, Charles Tofferi
, Naga Sai Aditya Varanasi

Construction Management

Research output: Contribution to journal › Article › peer-review

Original language	English
Article number	1678156
Journal	Frontiers in Built Environment
Volume	11
DOIs	https://doi.org/10.3389/fbuil.2025.1678156
State	Published - 2025

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 8 Decent Work and Economic Growth

ASJC Scopus Subject Areas

Geography, Planning and Development
Building and Construction
Urban Studies

Keywords

agentic AI
construction data analysis
cost estimating
generative AI
historical data analysis
isolation forest
labor productivity
outlier detection

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10.3389/fbuil.2025.1678156

Cite this

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title = "Agentic generative AI for context-aware outlier removal and historical cost optimization in construction",

keywords = "agentic AI, construction data analysis, cost estimating, generative AI, historical data analysis, isolation forest, labor productivity, outlier detection",

author = "Kalasapudi, \{Vamsi Sai\} and Angara, \{Krishna Pranay\} and Charles Tofferi and \{Aditya Varanasi\}, \{Naga Sai\}",

note = "Publisher Copyright: Copyright {\textcopyright} 2025 Kalasapudi, Angara, Tofferi and Aditya Varanasi.",

year = "2025",

doi = "10.3389/fbuil.2025.1678156",

language = "English",

volume = "11",

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TY - JOUR

T1 - Agentic generative AI for context-aware outlier removal and historical cost optimization in construction

AU - Kalasapudi, Vamsi Sai

AU - Angara, Krishna Pranay

AU - Tofferi, Charles

AU - Aditya Varanasi, Naga Sai

PY - 2025

Y1 - 2025

KW - agentic AI

KW - construction data analysis

KW - cost estimating

KW - generative AI

KW - historical data analysis

KW - isolation forest

KW - labor productivity

KW - outlier detection

UR - https://www.scopus.com/pages/publications/105019181658

UR - https://www.scopus.com/pages/publications/105019181658#tab=citedBy

U2 - 10.3389/fbuil.2025.1678156

DO - 10.3389/fbuil.2025.1678156

M3 - Article

AN - SCOPUS:105019181658

VL - 11

JO - Frontiers in Built Environment

JF - Frontiers in Built Environment

M1 - 1678156

ER -

Agentic generative AI for context-aware outlier removal and historical cost optimization in construction

UN SDGs

ASJC Scopus Subject Areas

Keywords

Access to Document

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