TROIAI For FinOps

AI costs aren't the problem. Unclear value is.

TROIAI brings financial clarity to AI investments — connecting cost governance with business outcomes.

Become a Client

Built for teams navigating AI at scale

We work with the people responsible for making AI investments decidable, defensible, and value-driven.

CFO & Finance

Budget owners, Controllers

I need predictable AI budgets I can defend to the board.

WHAT YOU GET

Driver-based forecasting, not "last month + 10%"

Clear spend-to-outcome linkage for ROI discussions

Audit-ready allocation across teams and project

CTO & Engineering

Tech leads, Platform teams

I need governance that doesn't slow down our teams.

WHAT YOU GET

Controls that scale with your architecture

Tagging strategy that engineering can actually use

Shared language with Finance — no more translation

Compliance & Risk

Auditors, GRC teams

I need audit-ready cost allocation — traceable and defensible.

WHAT YOU GET

Full traceability: who used what, when, and why

EU compliance built in — GDPR, AI Act, NIS2

Audit-ready allocation across teams and project

TROIAI For FinOps across your maturity stage

Validate (PoC). Control (Production). Optimize (Scale).

Crawl

Is this worth building?

crawl

Quick and pragmatic — but not blind.

Define scope, stakeholders, success criteria, and decision gates

Create a minimum viable cost model (drivers, assumptions, risk flags)

Structure PoC → Production handover so nothing “dies” after the demo

Optional: delivery support with your teams or ours
PoC-to-Production Log

Risk & Assumption Sheet

Decision Brief (1 page)

Start the PoC Readiness Check

Walk

Can you defend the spend?

Walk

From experiment to production — Finance, Engineering, and Compliance aligned.

Planning & estimating (scenarios: best / expected / worst)

Budgeting (allocation and shared cost strategy)

Forecasting (driver-based, not “last month + x%”)

Spend → Outcome KPI chain (value tracking you can defend)
Driver-based forecast model

AI Allocation Blueprint

ROI / Value Scorecard

Book the Cost Model Workshop

Run

Scale without losing control

Run

Reduce cost and risk — without losing compliance or security.

Allocation & tagging strategy for AI (who uses what, why, and how much)

Data ingestion across public cloud, private cloud, data centers, and SaaS

Reporting for Finance, Engineering, Product, and Compliance
Architecture optimization (inference patterns, batching, caching, retrieval)

Rate optimization (commitments, capacity strategy, spot where safe)

Licensing & SaaS governance

Workload optimization (retraining frequency, pipeline efficiency, token discipline)
AI Spend Dashboard specification

Anomaly Playbook

Optimization Backlog (prioritized)

Request an Optimization Audit

AI is scaling fast

— achieve audit-ready cost control with TROIAI.

Our team helps you bring AI under financial control — with reliable forecasting, clear accountability, and ROI-linked decisioning at scale.

Discover how our FinOps for AI framework adapts to your AI workloads, cost drivers, and compliance requirements

allocation model, forecasting approach, and risk controls for your organization

Learn how we bring your AI into auditable, production-ready operation — fast