GIZ CONSOLE
Controlling financial accounting, AI forensics, and GPU fleets in one console.
Unified operational control via ./giz 46-domain CLI, User 360 forensics, real-time FinOps margin tracking, and BullMQ queues.
Architecture illustration
PRODUCT IN USE
Inspect the product in use.
Check the capture date and sample-data label, then select an image to inspect it. Operating performance, security requirements and customer outcomes are separate acceptance checks.
Giz operating settings and status
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Giz operating settings and status
An administration view of operating settings and status. It is not evidence of air-gapped operation or security certification. 2026-09-13 · Sample data.
Explore this capability →Giz Models model catalog
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Giz Models model catalog
A catalog for finding models and comparing their descriptions and listed access details. 2026-09-14 · Product screen.
Explore this capability →Giz Computer browser terminal
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Giz Computer browser terminal
The terminal tab and work area in Computer. Isolation, permissions and recovery are verified through separate execution checks. 2026-09-14 · Product screen.
Explore this capability →Infrastructure metrics alone cannot reveal the business health of enterprise AI
Traditional APM monitoring tools (Datadog, Grafana) only report CPU utilization and network throughput. When an enterprise customer's workflow stalls or margins turn negative across specific LLM providers, diagnosing root causes requires uniting low-level infrastructure telemetry with commercial business context on a single glass pane.
Giz Console is an enterprise operations control center combining a web management dashboard (apps/console), the 46-domain ./giz CLI ecosystem, and BullMQ distributed queue orchestration.
4 Engineering Pillars of Giz Console
| Engineering Domain | Giz Console Architecture | Operational & Business Value |
|---|---|---|
./giz 46-Domain CLI |
Finance (PnL/Stripe), infra (GPU/VPS), and growth (Churn/Cohorts) unified in one terminal | Complete administrative tasks from server health checks to user forensics via a single command line |
| User 360 & Task UUID Forensics | Full customer lifecycle traces with per-request (uuid) latency and token economics |
Pinpoint prompt histories, upstream provider costs, and error stacks within seconds of an incident |
| BullMQ Distributed Queue Isolation | Dedicated asynchronous isolation for heavy media rendering, RAG indexing, and email queues | Guarantees zero latency impact on core synchronous APIs during massive batch processing |
| Real-time FinOps Margin Tracking | Live dashboards for EWMA latency, error rates, token wholesale costs, and unit margins across 83+ providers | Instantly isolates negative-margin routes or failing providers to protect operational profitability |
3-Stage Incident Investigation and Remediation
- Real-time Telemetry & Anomaly Alerts: Receive instant alerts across the web console and CLI when queue lag or provider error streaks exceed thresholds.
- Deep Task Forensics: Execute
./giz task <uuid>to unpack step-by-step latency breakdowns, assigned GPU nodes, and exact token costs in seconds. - Atomic Isolation & Safe Recovery: Place failing providers into cooldown with automated 1-token health probes, or replay stalled queue jobs with idempotency guarantees.
Giz Computer · Sovereign AI Infrastructure · Giz AI Gateway
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