GPU Behavioral Forensics.We find GPU waste in your AWS and Azure billing data and prove it — with a fully auditable findings report. No cloud access. No agents. Results in 24 hours.
The Problem We Solve
The average GPU environment wastes 15–40% of its monthly cloud spend in billing patterns that standard cost tools never surface.MPAX Forensics applies GPU Behavioral Forensics to your existing billing exports — detecting idle, misconfigured, and long-running resources that burn cash with no measurable business value.We deliver a defensible, resource-level findings report within 24 hours of receiving your billing file. No credentials shared. No infrastructure touched. No software installed.
Who Uses MPAX
— Machine learning and AI infrastructure teams running GPU workloads on AWS or Azure.— Engineering and DevOps leaders responsible for cloud spend accountability.— FinOps and finance teams seeking forensic-grade visibility into GPU cost.— CTOs and VPs of Infrastructure managing GPU sprawl faster than governance.
*Best fit: organizations spending $50,000 or more per month on GPU infrastructure with billing data that has outgrown their existing cost tooling.
How It Works
01 — You export a billing CSV from AWS Cost & Usage Reports or Azure Cost Management and upload it securely to MPAX.02 — Our engine validates, normalises, and runs all seven behavioral detection rules against your data — fully automated, cloud-agnostic.03 — Findings are scored by estimated waste value and attributed to team, environment, and resource ID.04 — We deliver your Executive Report and Findings & Action Report within 24 hours. No installation. No onboarding. No waiting.05 — Tier 1 clients receive month-over-month trend analysis and cumulative ROI tracking every subsequent month.
Engagement Tiers
Tier 1 — Ongoing
25% of Month 1 waste
6-month rolling engagementMonth 1 establishes your waste baseline and fee rate. Months 2–6 are billed at that baseline rate. Fee waived in any month waste falls below the agreed baseline. Includes month-over-month trend reporting, cumulative ROI tracking, recurring offender escalation, and a priority action plan each month.______________Tier 2 — One-Time
30% of identified waste
Single billing periodFull seven-rule audit. Executive Report and Findings & Action Report. Top 10 findings with specific remediation actions. Spend breakdown by team and environment. GPU instance type exposure analysis. No ongoing commitment. Results in 24 hours.No findings. No fee. On either tier.
Why MPAX
No cloud access required. We work from billing exports only. Your credentials, API keys, and console access are never requested or required.External objectivity. An internal FinOps team audits the teams it works alongside — that creates political compromise. MPAX findings carry independent credibility that internal reviews cannot replicate.Audit-grade output. Every finding is traceable to a specific resource ID, billing row, and detection rationale. Built to survive finance and procurement scrutiny.Cloud-agnostic. AWS and Azure supported natively using the same rule set and scoring methodology.Performance-linked. Our fee is tied to waste found. Our commercial incentive is aligned with yours — to find more, not to bill more hours.24-hour turnaround. Most clients have findings in hand before their next engineering standup.
Most clients identify their largest waste category within their first audit. One billing export is all it takes
Contact
[email protected]
832-377-1228