Comparison · Enterprise Cloud FinOps
CARTIE AI vs Apptio Cloudability:do you need an enterprise FinOps tool or a tighter loop?
Cloudability is the FinOps Foundation reference architecture — it covers AWS, Azure, GCP at IBM-grade depth. CARTIE AI is the lighter, AI-native, outcome-priced challenger built for product-led teams.
TL;DR — Honest take
Use Cloudability if you are a Fortune 500 with a dedicated FinOps team and 6-month procurement cycles. Use CARTIE AI if you are a 5-500 person product company that wants to start saving in week 1, not quarter 2.
Pick Apptio Cloudability if
- ›You have a dedicated FinOps practice and need FOCUS 1.1 enterprise rollouts.
- ›You need decade-old Anomaly Service Catalog parity for procurement-mandated tooling.
- ›You can absorb $50K-$150K/yr in tooling cost AND 3-month onboarding.
Pick CARTIE AI if
- You want AI feature P&L, which IBM has not shipped.
- You want PR-time cost prediction, which IBM has not shipped.
- You want flat $199/mo OR outcome-based pricing — not a 12-week sales cycle.
- You want token-level + cloud-level cost in one product, not two.
/ Capability comparison
CARTIE AI vs Apptio Cloudability — feature by feature
As of May 2026. Based on publicly documented features. Spotted an inaccuracy? tell us.
| Capability | CARTIE AI | Apptio Cloudability |
|---|---|---|
| AWS / Azure / GCP unified cost | yes | world-class |
| FOCUS 1.1 export | yes | yes |
| Commitment-buy recommendations (SP / RI / CUD) | yes | yes |
| Per-feature AI margin (P&L per `feature_slug`) | world-class | no |
| PR-time cost prediction | world-class | no |
| Token Intelligence Suite (10 AI-cost features) | world-class | no |
| Customer P&L from Stripe + cloud join | world-class | no |
| Decision Simulator (rank scenarios) | yes | partial |
| Outcome-based pricing | yes | no |
| Flat $199/mo SMB tier | yes | no |
| 5-minute setup | yes | no |
/ Pricing — honestly
What it actually costs
Apptio Cloudability
Custom enterprise pricing. Public reports suggest $50K-$200K+ ARR, typically gated by spend size (often 2-3% of cloud spend).
CARTIE AI
Flat $199/mo Pro. Outcome-based enterprise (% of verified savings, capped).
/ Other comparisons