Principal AI FinOps & Tokenomics (Consumption Intelligence, Cost Governance & Value Realization)
Indexed description
As the Principal AI FinOps & Tokenomics lead for Micron’s EnableAI initiative, you will own the enterprise AI financial operating model—ensuring AI consumption is transparent, predictable, and tightly linked to business value.
Embedded within the AI Operations Center of Excellence, you will partner closely with Finance, Procurement, TBMO, and business divisions to scale AI adoption with strong financial discipline.
You will serve as the enterprise authority on AI cost and value governance, redefining raw consumption signals into normalized financial intelligence and executive insights that inform decisions across the CIO, CFO, CISO, and BU leadership.
Your mission: enable aggressive AI scaling while ensuring every dollar spent is governed, forecasted, and tied to measurable outcomes.
Responsibilities
- Consumption Intelligence & Financial Reconciliation: Define requirements for AI financial telemetry (tokens, GPU, inference, requests, seats) to ensure accurate, reconcilable usage tracking. Partner with AI Operations to maintain high-fidelity consumption data aligned to financial outcomes. Own and evolve enterprise unit economics models, translating usage into clear financial narratives.
- Allocation Policy & Cost Modeling: Define role-based allocation policies, mapping personas, workloads, and value tiers to model access, token budgets, and entitlements. Develop comparative cost models across vendors, models, and deployment patterns to identify optimization opportunities. Establish target state requirements for cost efficiency and allocation logic.
- Vendor Cost Normalization & Commercial Strategy: Standardize vendor pricing constructs, metering, and SKUs into a unified financial abstraction layer. Act as financial lead in vendor negotiations, partnering with Procurement on pricing, reserved capacity, and transparency clauses. Ensure external agreements align with internal credit and consumption models.
- Return on Investment, Payback & Benefits Realization: Co-own enterprise AI value realization frameworks and benefits taxonomy. Define consistent measurement approaches across use cases. Partner with Finance and business leaders to convert value signals into recognized financial outcomes.
- AI Ledger, Credit & Banker Model: Own the enterprise AI credit ledger as the system of record for AI consumption. Establish governance for credit issuance, replenishment, and overage handling. Ensure alignment with corporate finance standards for showback/chargeback.
- Analytics & Executive Communication: Lead enterprise AI cost and value reporting for executive audiences (CIO, CFO, CISO, BU GMs). Deliver insights for operating reviews, steering committees, and board-level discussions.
- Budgeting, Forecasting & Investment Governance: Partner with BU Finance to develop AI budgets and rolling forecasts. Guide investment prioritization through value-based decision frameworks. Build financial accountability across business divisions.
- Cross-Functional Governance: Serve as the primary leader for AI financial governance across Finance, TBMO, Procurement, AI Operations, and BUs. Lead AI Cost & Value Management forums to ensure decisions are data-driven, transparent, and traceable. Drive enterprise maturity in FinOps for AI.
- Bachelor’s degree (or equivalent experience) in Finance, Economics, Business Analytics, Information Systems, Accounting, or related field
- 8+ years in FinOps, FP&A, IT Finance, cost management, or business analytics, including 3+ years at senior/principal level
- Proven ownership of consumption-based cost models at enterprise scale
- Experience building and presenting value models, arguments, and benefit realization to executive audiences
- Strong expertise in unit economics, cost modeling, vendor normalization, forecasting, and benefits attribution
- Solid understanding of AI/LLM consumption constructs sufficient to define governance frameworks
- Experience partnering with Procurement on vendor agreements
- Familiarity with FinOps Foundation principles, FOCUS, and TBM taxonomy
- Strong executive communication and cross-functional influencing skills
- FinOps Certified Practitioner, with FinOps for AI specialization
- Experience building FinOps, Cloud Economics, or AI cost/value governance functions from the ground up
- Experience managing AI cost governance in high-scale, high-volume environments
- Expertise in crafting internal pricing models (e.g., credit systems, token-bank frameworks) for shared services
- Experience negotiating commercial terms with hyperscalers or AI-native vendors
- Proven ownership of enterprise value realization programs (e.g., developer efficiency, agentic automation, knowledge worker AI)
Micron is proud to be an equal opportunity workplace and is an affirmative action employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, age, national origin, citizenship status, disability, protected veteran status, gender identity or any other factor protected by applicable federal, state, or local laws.
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To learn more about Micron, please visit micron.com/careers
For US Sites Only: To request assistance with the application process and/or for reasonable accommodations, please contact Micron’s People Organization at [email protected] or 1-800-336-8918 (select option #3)
Micron Prohibits the use of child labor and complies with all applicable laws, rules, regulations, and other international and industry labor standards.
Micron does not charge candidates any recruitment fees or unlawfully collect any other payment from candidates as consideration for their employment with Micron.
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