AMD AI Factory Intelligence

Does your AMD
AI factory pay?

InferPulse™ measures the economic output of every AI inference microservice on your AMD cluster — and tells you which ones to scale, fix, or stop.

Request Demo at AMD Advancing AI See WEI →
12 AIMs monitored
692 Frameworks
$2.1M Monthly value tracked
8,192 MI325X GPUs
FACTORY ECONOMICS — LIVE DEMO
LIVE
B
1.14
Factory WEI
3
SCALE
5
MAINTAIN
3
OPTIMIZE
1
KILL
↓ scroll to explore
The Core Metric

Workload Economic Index

WEI is the ratio of value your AI produces to what it costs. Every AIM gets a WEI score every 5 seconds. Below 1.0, you're losing money. Above 1.2, you're in the Scale zone.

1.4+
SCALE — increase GPU allocation
Value production significantly exceeds cost. These AIMs are your most profitable workloads.
1.0+
MAINTAIN — monitor weekly
Stable positive economics. No action required. Watch for drift that could push into Optimize.
0.6+
OPTIMIZE — investigate root cause
Declining WEI. Behavioral drift or SLA breach is eroding value. Remediation recommended.
<0.6
KILL — suspend to recover GPU spend
Negative economics. Every hour this AIM runs, you lose money. Suspend or reconfigure immediately.
WEI = Value Score
─────────────
Cost Score
Value Score $340/hr
Cost Score $298/hr
WEI 1.14
Factory Grade B
Updated every 5 seconds across all 12 AIMs
Integrates behavioral drift, SLA status, GPU cost, and industry value model
Behavioral Intelligence

6-Dimension CUSUM Drift Analysis

InferPulse tracks six behavioral dimensions continuously using CUSUM statistical control. When any dimension drifts, the WEI adjusts in real time — before a human notices the degradation.

AIM Behavioral Drift Monitor
6 CUSUM dimensions · Updated every 5s
LIVE SIMULATION
Platform Capabilities

Everything you need to run
a profitable AMD AI factory

Twelve tabs, seven reports, and a single score that tells you whether your investment is working.

DRILL-DOWN
Universal AIM Drill-Down
Click any AIM reference anywhere in the platform — XGMI matrix, drift chart, SLA table, leaderboard — and a panel slides in with full economics, behavioral history, SLA status, and value attribution.
AIM Detail PanelWEI Gauge6-Dim DriftValue Attribution
HELIOS
Helios Economic Overlay
Correlates AMD Helios rack-scale power data with WEI. Each rack shows power percentage against rated capacity and WEI side by side. Racks in combined crisis — high power, low WEI — surface immediately as the most expensive problem in your factory.
Power × WEI9 rack statesCombined crisis
PORTFOLIO
Portfolio Intelligence
Every AIM is classified into Scale, Maintain, Optimize, or Kill — automatically, every tick. The CFO narrative explains the classification in plain language with dollar figures. The recommendations table shows exactly what to do and how much you save.
Auto-classificationCFO narrativeAction queue
SCORE™
Score™ Decomposition
InferPulse Score™ breaks into six weighted dimensions: behavioral integrity (35%), instruction governance (20%), hardware reliability (15%), inference performance (12%), compliance coverage (10%), session integrity (8%). The lowest dimension tells you exactly where to focus.
6 dimensionsWeightedPriority action
TW CONNECTOR
TensorWave Live Connector
Configure your TensorWave factory endpoint, API key, and polling interval. Hit Test Connection and watch the live log show TLS handshake, authentication, GPU detection, and AIM stream establishment. Economics update in real time from your actual cluster.
8,192 MI325XLive log5s polling
AMD FEEDS
AMD Native Integration
Six configurable AMD telemetry feeds: AMD-SMI, ROCm Metrics, Helios Power Management, EAI Suite Hooks, Instinct Fabric, and KFD Process Monitor. Each feed plugs directly into the WEI computation, Helios overlay, and drift engine.
AMD-SMIROCmHeliosKFD
Score™ Intelligence

What drives the InferPulse Score™?

Every AIM gets a score from 0–100, decomposed into six weighted dimensions. Click an AIM to see its breakdown.

InferPulse Score™ Leaderboard
INTERACTIVE
87
A
llama-finance-prod
Portfolio Intelligence

The Four Zones

InferPulse classifies every AIM automatically based on WEI trend, value-cost ratio, and behavioral trajectory. The portfolio matrix tells you where your GPU spend is going — and what to do about it.

SCALE
3
WEI ≥ 1.4 · Rising trend · SLA compliant. Increase GPU allocation. These AIMs produce your highest value-per-dollar.
MAINTAIN
5
WEI 1.0–1.4 · Stable. Monitor weekly. No action required unless drift accelerates.
OPTIMIZE
3
WEI 0.6–1.0 · Declining. Root cause investigation required. Behavioral drift likely driver.
KILL
1
WEI < 0.6 · Negative economics. Every hour costs more than it produces. Suspend immediately.
Downloadable Reports

Seven reports for every
stakeholder in the room

Every report opens in Chrome, prints to PDF in one click, and contains no placeholder content — only data from your actual AMD AI factory.

BOARD PACK
Factory Economics Board Pack
7 sections: cover page with factory grade, executive summary, portfolio matrix, priority actions with dollar savings, factory P&L, 30/60/90-day forecast, compliance status.
For the CIO and board →
ROI REPORT
WEI ROI Analysis
Full return on investment calculation with payback period, net annual ROI, incidents prevented, and compliance risk reduction — quantified in dollars.
For the CFO →
TW ROI
TensorWave ROI Report
8,192 MI325X GPU neocloud scenario. 6 enterprise tenants. Full factory economics with per-tenant WEI, monthly value, and contract coverage analysis.
For TensorWave →
COMPLIANCE CERT
EU AI Act Compliance Certificate
Per-AIM certifiable compliance statement covering EU AI Act, NIST AI RMF, GDPR, ISO 42001. SHA-256 hash chain summary. Signature block for CISO sign-off.
For the CISO →
AIM AUDIT
AIM Behavioral Audit Report
8-week WEI and drift history. Value attribution by driver. Compliance status across 692 frameworks. Regulatory cost avoided. Full audit trail from deployment to present.
For compliance teams →
CONFLICT REPORT
Conflict Investigation Report
Step-by-step causal chain from instruction conflict detection to business impact. Affected AIMs with economic state. Resolution path with owners and timelines. Printable for legal review.
For risk and legal →
TensorWave Integration

Built for neocloud scale

The TensorWave Enterprise Factory scenario runs 8,192 AMD Instinct MI325X GPUs across 6 enterprise tenants. InferPulse shows the factory-level economics for every tenant simultaneously.

FACTORY ECONOMICS GRADE
B
WEI 1.14
8,192
AMD Instinct MI325X GPUs
$4.2M
Monthly Value Produced
6
Enterprise Tenants
AMD Native

Built for AMD infrastructure,
not adapted for it

InferPulse is designed from the ground up for AMD AI factory infrastructure. Every metric, every feed, every integration point is AMD-specific.

INSTINCT
MI300X / MI355X / MI325X
WEI computation accounts for AMD Instinct GPU cost profiles, VRAM capacity, and compute characteristics natively. No generic GPU abstraction.
ROCm
ROCm Metrics Integration
Direct ROCm platform performance counter ingestion. Compute occupancy, memory bandwidth, and kernel efficiency feed directly into behavioral drift scoring.
HELIOS
AMD Helios Rack-Scale
Helios power management data overlaid with WEI. Nine rack economic states from Optimal to Critical Waste. Combined crisis detection in real time.
AMD-SMI
AMD System Management
AMD-SMI telemetry — utilization, temperature, power draw, VRAM — flows into the drift engine and economic overlay automatically.
XGMI
Infinity Fabric / XGMI
XGMI bandwidth matrix visualization in the Cluster L2 view. Click any GPU cell to see which AIM is running on that GPU and its full economic detail.
KFD
KFD Process Monitor
Kernel Fusion Driver process-level GPU assignment tracking. Maps physical GPU resources to logical AIMs for precise cost attribution.
vLLM / ROCm
vLLM on ROCm
TTFT and TPOT latency captured from vLLM serving on ROCm. SLA breach detection feeds WEI economic penalty computation in real time.
AITER
AITER Kernel Intelligence
AMD AITER kernel mode distribution monitored per node. Clock histogram and kernel efficiency factored into the hardware reliability score dimension.

Meet us at AMD Advancing AI
July 22–23, Moscone West

We'll show you the factory economics for your AMD AI investment in 30 minutes. Bring your GPU count and workload mix.

Schedule a Meeting → View Live Platform
Vyasa Murthy · vyasa.murthy@venture-vertex.com · Venture Vertex LLC