Sell more of what you own
Surface idle and underused GPUs so occupancy — and margin — go up.
Applications / Neoclouds Observability
Trillo Neoclouds Observability
Complete visibility, reliability, and utilization control over your GPU fleets. It ingests GPU, node, fabric, and job telemetry and turns it into centralized observability of health, utilization, reliability, cost, and per-tenant SLAs — across every cluster and region. Powered by the OliverDB telemetry engine, it runs entirely in your own environment, so your fleet and tenant data never leave it.
Business impactHigher fleet utilization and margin, faster failure detection, accurate per-tenant billing, stronger SLAs, and confident capacity planning.
Why Neoclouds observability
Turn the GPUs you own into occupancy, and occupancy into margin
Five things a GPU cloud provider gains the day it turns this on.
Catch failures before tenants do
Detect failing GPUs, nodes, and fabric early — with the blast radius already worked out.
Bill accurately
Metered, per-tenant GPU usage you can charge for and reconcile.
Keep tenants happy
Per-tenant SLA visibility and noisy-neighbor detection, before it turns into a ticket.
Plan capacity with confidence
Utilization trends and oversubscription headroom to time the next buildout.
Why Trillo
What makes it different
OliverDB performance
High-performance telemetry storage and analytics at GPU-fleet scale — the engine underneath every view.
Model-driven customization
Customize dashboards, metrics, and policies and hot-deploy without redevelopment.
Complete platform out of the box
Health, utilization, reliability, billing, SLAs, and AI — together, not assembled from point tools.
Runs in your environment
Your fleet and tenant data stay with you, with a simple architecture and minimal operational overhead.
Complete platform
Monitor, keep reliable, and turn utilization into margin
One platform spanning the full lifecycle of a GPU fleet, from live device telemetry to per-tenant billing and conversational investigation.
Monitor
5 capabilitiesFleet inventory & topology
GPUs, nodes, racks, clusters, and regions, discovered automatically.
GPU & node health
Utilization, memory, temperature, power, and ECC / Xid errors per device.
Fabric health
NVLink and InfiniBand / RoCE link status and throughput.
Live fleet map
Health and occupancy by site, cluster, and rack; worst-case surfaced.
Utilization
GPU occupancy and idle time across the fleet, per tenant and per cluster.
Reliability
4 capabilitiesFailure detection
Failing GPUs and nodes flagged from Xid, ECC, thermal, and fabric signals.
Blast radius
Which tenants and jobs a failing device or link affects.
Root cause
AI-assisted analysis correlating hardware, job, and fabric evidence.
Alerting & on-call routing
De-duplicated, blast-radius alerts to Slack / Teams / PagerDuty / webhook.
Utilization & margin
4 capabilitiesIdle & underutilization
Reclaimable GPUs surfaced with the revenue at stake.
Occupancy & oversubscription
Allocation vs. actual use, with safe-headroom guidance.
Per-tenant metering & billing
GPU-hours by tenant, reconciled and exportable.
Capacity forecast
Utilization trends to time the next buildout.
AI
3 capabilitiesAI Investigation Copilot
Investigate incidents conversationally from Claude Code and other AI coding agents through a secure MCP server.
Specialized AI analysis
Root-cause, anomaly, and utilization insights grounded in bounded evidence.
Background intelligence
Sweepers turn telemetry into findings, rollups, and baselines automatically.
Architecture
Standard exporters in. No proprietary agents.
GPU, node, and fabric telemetry (DCGM, node, and network exporters) streams over OTLP. Non-standard or extended metrics are mapped at ingestion by OliverDB, at high speed — so you don't re-instrument.
Your GPU fleet
DCGM exporterNode exporterNetwork / fabricJob telemetry→ OTLP
Ingest & store
OliverDB — telemetry engine
High-speed ingestionMetric mappingFleet-scale analyticsPostgreSQL · metadata & policy
Access
DashboardsAlertsAPIsMCPMetering & billing export
Deployment
In your environment · Provider- and tenant-owned data · Per-tenant isolation
One place to access everything
Dashboards, alerts, APIs, and MCP all read the same telemetry and AI-assisted analysis — from a browser or from an AI coding agent.
Enterprise security
In-environment deployment, provider- and tenant-owned data, encryption, RBAC and per-tenant isolation, versioned policies, and complete audit trails.
Business outcomes
What it changes for the business
Higher margin
Raise fleet occupancy by reclaiming idle capacity.
Fewer tenant-visible incidents
Catch hardware and fabric failures before jobs fail.
Accurate revenue
Metered per-tenant billing you can defend.
Stronger SLAs
Per-tenant reliability you can report and improve.
Smarter buildouts
Capacity decisions grounded in real utilization.
Customization
Yours to shape, without a redeploy
Model-driven
Dashboards, metrics, billing rules, and policies are metadata — hot-deployed without redeploying.
Everything configurable
SLOs, alert rules, oversubscription thresholds, and per-tenant billing are all yours to set.
Extensible
Add your own metrics, exporters, channels, and data sources.
Pricing
Priced by fleet size
Per-GPU or per-GPU-hour tiers
Pricing scales with the size of your fleet. Talk to us for a quote matched to your GPU count and utilization.
Enterprise support: Standard support included. Premium, 24×7 mission-critical, and dedicated engineering support available.
See your GPU fleet in one view
Book a walkthrough with our team, in your environment, on your telemetry.
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