Telemetry your AI can run. Infrastructure it can automate.

When revenue depends on infrastructure availability and performance, telemetry cannot be a by-product you warehouse. It is live operational ground truth — logs, metrics, network, OT, apps and agents — so you can correlate failures and automate safely. 100% on-prem.

01 — THE PIPELINE
Agent-operable

Your AI doesn’t just query the pipeline. It runs it too.

Collectors, parsers, flows, reduction, dashboards, alerting — every function is exposed as an MCP tool. Not a read-only slice: the full operational surface, create through delete. Your engineers drive it from Claude, Copilot or Codex today. Your agents drive it directly tomorrow. Same interface, same permissions, same audit trail.

Built-in Fast Log SearchHigh-Cardinalty Metrics Store and QueryExtensive Skill Bundles~150 MCP toolsYour existing Agent FrameworksPermission-scoped per identity
“Send everything to the data lake after dedupe. Security signal to Splunk. Server metrics for dashboards.”

One stream, three shapes. FFWD reads it once, then forwards to different destinations. Parquet store for history. Signals only for the SIEM. Counts for dashboards. Reduce volume and costs to destinations.
See how log reduction works →

Governed, not scripted

Every configuration change follows the same contract:

  • snapshot before write
  • dedupe first — measured, not estimated
  • protect crit / high signal classes
  • verify ingest, parse, egress, content
  • roll back everything on any failure
02 — THE INTELLIGENCE
Anomaly correlation intelligence

Detect anomaly signals and correlate them. 100% unsupervised.

All telemetry treated as logs. Six independent evaluators. Correlation from unsupervised pattern scores — not from a topology map or a policy a human authored.

Others: Typical "AIOps"

Noise without a trail

  • Alert storms and false positives
  • Silent failures stay silent
  • No evidence — root cause is still a human hunt
FFWD

Evidence, then root cause

  • The symptomatic log lines, not a metric spike
  • Evidence logs stored for near real-time audits
  • Correlated patterns for your agents to troubleshoot at lightning speed
See how the anomaly engine works →
03 — YOUR INFRASTRUCTURE
100% on-premise

Runs entirely inside your walls. Including the AI.

The models train and run in-cluster on your own GPUs. No telemetry egress, no third-party inference, no data crossing a jurisdiction. The MCP interface your agents talk to sits inside your perimeter too.

ON

On-premises

Your datacentre, your hardware, your network boundary.

PC

Private cloud

Your tenancy in AWS, Azure, GCP or a sovereign provider.

AG

Air-gapped

Fully disconnected environments, including the ML stack.

MT

Multi-tenant

Provider-operated, with tenant isolation for downstream customers.

For operators under data-sovereignty and retention mandates, this is not a preference — it is the gate that decides who can be evaluated at all.
No SaaS dependencyLocal GPU inferenceMCP inside your perimeterFlat licensing, not per-GB
What’s next

When the infrastructure operator is an AI-agent.

Nio adds execution-risk scoring and policy gating at the agent boundary — every tool call evaluated before it lands, with a local audit trail. Available today for teams relying on fast acting agentic automations.

Explore agent assurance →
“ We, SAKURA internet, Inc., is constantly pursuing innovations to help our customer's business run more efficiently and smoothly. We are very honoured to contribute their success by offering FFWD, a superior observatory services on our IaaS service, “SAKURA's Cloud”, (so-called, Logging as a Service) provided in SaaS format through this partnership. ”
— Kunihiro Tanaka, Founder & CEO, President: SAKURA Internet
“ Capabilities such as infrastructure self-recovery and fast time to restoration after failure are very important to our business. Logs and events are essential clues and triggers to achieving these capabilities. FFWD helps us to affordably collect, analyse and monitor our infrastructure logs and events in real-time, improving our operational reliability and efficiencies. ”
— Hideyuki Sasaki, CEO: BBIX

FFWD by core0

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