FinOps Agent -- A Use-Case for IT Infrastructure and Cost Optimization
On the map: LLM agents and tool use → Financial trading and forecasting agents
Abstract (arXiv)
FinOps (Finance + Operations) represents an operational framework and cultural practice which maximizes cloud business value through collaborative financial accountability across engineering, finance, and business teams. FinOps practitioners face a fundamental challenge: billing data arrives in heterogeneous formats, taxonomies, and metrics from multiple cloud providers and internal systems which eventually lead to synthesizing actionable insights, and making time-sensitive decisions. To address this challenge, we propose leveraging autonomous, goal-driven AI agents for FinOps automation. In this paper, we built a FinOps agent for a typical use-case for IT infrastructure and cost optimization. We built a system simulating a realistic end-to-end industry process starting with retrieving data from various sources to consolidating and analyzing the data to generate recommendations for optimization. We defined a set of metrics to evaluate our agent using several open-source and close-source language models and it shows that the agent was able to understand, plan, and execute tasks as well as an actual FinOps practitioner.
Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Placed in Financial trading and forecasting agents, one of 16 directions in LLM agents and tool use. Builds on 5 of its 23 references that are in the map. First posted on arXiv 29 Oct 2025.
Builds on
5 of 23 references.
References · 5
- 2022ReAct: Synergizing Reasoning and Acting in Language Modelscited by 8,355
- 2023A Survey on Large Language Model based Autonomous Agentscited by 2,203
- 2024ABACUS: A FinOps Service for Cloud Cost Optimizationcited by 4
- 2019Migrating to GraphQL: A Practical Assessmentcited by 3
- 2020REST vs GraphQL: A Controlled Experimentcited by 2
Built on by
Citing papers per year: 2026: 1.
1 paper.
Similar, not cited
Close in wording, no citation either way
- 2025AIOpsLab: A Holistic Framework to Evaluate AI Agents for Enabling Autonomous Clouds
- 2024FinRobot: An Open-Source AI Agent Platform for Financial Applications using Large Language Models
- 2024Building AI Agents for Autonomous Clouds: Challenges and Design Principles
- 2026FORCE-Bench: A Benchmark, Dataset, and Evaluation Harness for Agentic AI in Enterprise Finance
- 2025FinWorld: An All-in-One Open-Source Platform for End-to-End Financial AI Research and Deployment
- 2024FinRobot: AI Agent for Equity Research and Valuation with Large Language Models
- 2026FinRetrieval: A Benchmark for Financial Data Retrieval by AI Agents
- 2026FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents