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Finance Operations (FinOps) Analytics Architect (with Agentic AI Expertise) - Vice President

Finance Operations (FinOps) Analytics Architect (with Agentic AI Expertise) - Vice President
SINGAPORE, Singapore
·
On-site
·
Full-time
·
1w ago
The Fin Ops Analytics Architect is a senior technical leader responsible for driving cloud cost optimization, building cost‑observability platforms, and enabling proactive cloud financial governance. In addition to core Fin Ops responsibilities, this role now incorporates Agentic AI architecture, governance, and cost‑control capabilities as organizations shift from traditional dashboards to autonomous optimization systems.
Agentic AI introduces autonomous AI agents capable of analyzing data, making decisions, and executing actions at scale—requiring new guardrails, real‑time cost management, and AI-centric Fin Ops frameworks.
Key Responsibilities1.
Cloud Architecture Optimization & Technical Advisory:
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Conduct deep architectural reviews of high‑spend cloud services to identify inefficiencies.
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Recommend code‑level and infrastructure changes—including serverless patterns, right‑sizing, and storage tiering—to reduce spend.
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Ensure engineering teams adopt cost‑efficient design standards to prevent cloud and on-prem “tech debt.”
2. Fin Ops Data, Analytics & Cost Transparency
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Build cloud cost observability and on-prem analytics frameworks that provide real‑time usage and spend insights.
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Develop forecasting models, dashboards, anomaly‑detection systems, and financial models to support cloud budgeting.
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Integrate data from cloud providers, usage logs, telemetry, and AI agent activity streams.
3. Governance, Policy Automation & Cloud Financial Controls
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Develop automated governance scripts and IaC controls (Python, Bash, elasticsearch, etc) for proactive enforcement.
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Implement tagging standards, cost attribution, chargeback/showback frameworks, and compliance policies.
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Manage Fin Ops governance foundations promoting visibility, accountability, and cross‑team alignment.
4.
Agentic AI Responsibilities:
Agentic AI introduces autonomous, reasoning‑capable AI agents that perform tasks, invoke APIs, spin up compute, and make resource decisions independently—requiring a new layer of Fin Ops oversight.
Design & Integrate Agentic AI Workflows into Fin Ops
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Architect and integrate Agentic AI systems that autonomously analyze cloud usage, detect inefficiencies, and propose or execute optimizations.
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Incorporate multi‑agent systems capable of proactive anomaly detection, predictive optimization, and autonomous corrective actions within the cloud and on-prem ecosystem.
Real‑Time AI Agent Cost Visibility & Ownership
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Establish per‑agent cost attribution, including owner tags, budget identifiers, and full traceability of every model invocation or API call.
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Build telemetry pipelines (e.g., Open Telemetry with cost metadata) capturing cost_per_call, decision logs, and tool usage for all agents.
Budgeting, Guardrails & Autonomous Spending Control
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Design dynamic and iterative budgeting models, replacing static annual budgets with daily/weekly limit enforcement for agentic workflows.
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Implement policy-driven controls (e.g., budget throttles, automated revocation, execution guardrails) to manage microtransaction-level spend driven by autonomous agents.
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Govern agent estates using enterprise-grade tooling (e.g., Microsoft’s Foundry Control Plane) to enforce identity, security, and auditability for AI agent actions.
AI Optimization Agents & Execution Automation
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Leverage or build Citi AI optimization agents (e.g., Azure Copilot Optimization Agent) that automatically analyze performance, compare SKU alternatives, and generate execution-ready automation scripts.
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Oversee the safe implementation of agent-suggested optimizations by validating performance impact and compliance before execution.
Fin Ops for LLM, Multi-Agent & RAG Architectures
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Manage the cost implications of LLM inference, multi-agent collaboration, and retrieval-augmented generation (RAG) workflows, where token usage and replication can multiply costs significantly.
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Optimize model selection, context length, inference endpoints, and caching strategies to reduce unnecessary LLM consumption.
5.
Cross-Functional Collaboration & Stakeholder Leadership:
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Partner with Fin Ops Champions, engineering teams, and business stakeholders to translate cloud and AI cost goals into actionable backlogs.
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Promote organizational alignment via shared ownership of cloud and and on-prem AI spending across finance, engineering, and operations.
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Communicate complex On-prem, cloud, and AI cost insights clearly to executives and product teams.
6.
Continuous Cloud & AI Optimization Strategy:
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Drive ongoing cloud and agent-driven optimization initiatives to reduce waste, prevent cost overruns, and maximize ROI.
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Develop long-term cloud, AI, and automation strategy including SKU optimization, licensing, GPU provisioning, and model lifecycle cost management.
Required Qualifications
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Expertise in cloud architecture (AWS, Azure, GCP) with hands‑on cost optimization experience.
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Strong mastery of Fin Ops principles, cost models, and cloud financial governance.
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Experience with Python, SQL, Terraform/IaC, cloud billing datasets, and telemetry instrumentation.
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Understanding of LLMs, multi-agent architectures, RAG workflows, and AI operational cost models.
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Ability to design secure, monitored, and budget‑controlled environments for autonomous agents.
Preferred Qualifications
- Fin Ops Certified Practitioner / Fin Ops Certified Professional.
- Experience with AI agent platforms such as Azure Copilot Optimization Agent or enterprise agent governance systems.
- Background in MLOps, AI Systems Architecture, or autonomous AI engineering.
Job Family Group:
Technology
Job Family:
Infrastructure
Time Type:
Full time
Most Relevant Skills
Please see the requirements listed above.
Other Relevant Skills
For complementary skills, please see above and/or contact the recruiter.
Citi is an equal opportunity employer, and qualified candidates will receive consideration without regard to their race, color, religion, sex, sexual orientation, gender identity, national origin, disability, status as a protected veteran, or any other characteristic protected by law.
If you are a person with a disability and need a reasonable accommodation to use our search tools and/or apply for a career opportunity review Accessibility at Citi.
View Citi’s EEO Policy Statement and the Know Your Rights poster.
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Citigroup 소개

Citigroup
PublicCitigroup Inc. or Citi is an American multinational investment bank and financial services company based in New York City. The company was formed in 1998 by the merger of Citicorp, the bank holding company for Citibank, and Travelers; Travelers was spun off from the company in 2002.
10,001+
직원 수
New York City
본사 위치
$86B
기업 가치
리뷰
3.7
10개 리뷰
워라밸
4.0
보상
2.8
문화
4.2
커리어
3.5
경영진
3.3
68%
친구에게 추천
장점
Good work-life balance
Supportive management and colleagues
Good benefits
단점
Low/uncompetitive salary and pay
Poor management and lack of direction
Heavy workload and long hours
연봉 정보
38개 데이터
Junior/L3
Mid/L4
Senior/L5
Junior/L3 · Investment Banking Analyst
13개 리포트
$135,050
총 연봉
기본급
$117,500
주식
-
보너스
-
$126,500
$143,750
면접 경험
3개 면접
난이도
3.3
/ 5
소요 기간
14-28주
경험
긍정 0%
보통 33%
부정 67%
면접 과정
1
Application Review
2
HR Screen
3
Technical Assessment
4
Hiring Manager Interview
5
Final Round Interview
6
Offer Decision
자주 나오는 질문
Technical Knowledge
Behavioral/STAR
Past Experience
Problem Solving
Culture Fit
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