Give infrastructure intelligence directly to the AI agents you already use today.
FFWD delivers assurance gating, anomaly correlation and cross-domain telemetry directly to your AI agent. No new dashboard. No new agent. No platform migration.
Safety ≠ Security.
Your autonomous agents don’t act with malice — they fail with good intent, and good intent still breaks production.
FFWD evaluates the live safety state of every agent action and gates the risky moves before they execute.
Agent Assurance. Infrastructure Intelligence. Telemetry Pipeline. Unified by design.
Nio Agent Assurance
The Go/No-Go gate from today's AI apps to tomorrow's autonomous agents.
Infrastructure agents do not always fail with obvious errors. They improvise: workarounds, create scripts, alter target systems to fit, and scaling decisions that can look normal from inside the agent while damaging production outside it.
FFWD watches what agents do to infrastructure, not just agent actions. It combines agent behaviour, live stack health, and action criticality into a real-time Execution Risk Score before each critical action runs.
FFWD Anomaly Engine
Cross-domain anomaly correlation and detection
An extensive AI/ML toolbox evaluates every dimension of your telemetry simultaneously — structural, sequence, semantic, drift, spike, and clustering. Then correlates across all of them to surface causal chains that span Agents, GPU, network, container, application, and infrastructure layers.
Root-cause advisory reports synthesise findings into natural language with symptomatic log evidence. Delivered to humans or directly to AI agents via MCP.
Explore Anomaly Correlation →FFWD Pipeline
High Performance Telemetry Pipeline
Collect natively from every layer of your stack — Agents, GPU, network, container, application — at AI scale, without gaps. Parse, transform, enrich, and reduce in-flight, then route to any combination of destinations.
Built on Rust, deployed privately, with pricing that doesn’t scale with your data. The data foundation that FFWD’s anomaly engine and agent assurance both run on.
Explore Telemetry Pipeline →Headless infrastructure intelligence, delivered where your AI agents already work.
FFWD exposes assurance verdicts, anomaly findings, telemetry, and pipeline configuration through a built-in MCP interface. No new dashboard for the agent. No copied context. The operational state becomes queryable and actionable inside Claude, Copilot, GPT, Codex, or your own infrastructure agent.
Execution Risk Scores
Agents can ask whether a critical action is safe before it runs.
Root-cause advisory
Findings, journals, correlations, and evidence arrive as agent-readable context.
Telemetry + configuration
Query logs and metrics, then parse, transform, and route data through plain-language workflows.
Claude, GPT, Gemini, Grok, Copilot.
Claude Code, Codex CLI, OpenClaw, custom tool-calling agents.
On-prem and air-gapped LLM workflows stay inside your environment.
One interface for every operational question.
Ask for risk, root cause, raw telemetry, current pipeline state, or safe next steps without switching tools.
- Pre-action Go/No-Go verdicts
- Symptomatic logs and causal chains
- Collector, parser, transform, and routing configuration
Agent-readable, human-governed.
MCP gives agents the context to act. FFWD keeps the data private, auditable, and enforceable inside your perimeter.
Deploys where your data lives.
FFWD runs entirely inside your perimeter: on-prem, private cloud, or air-gapped. Telemetry, risk scores, anomaly evidence, and pipeline configuration stay under your control, with no external SaaS dependency.
On-premises
Run close to production systems, sensitive telemetry, and regulated workloads.
Private cloud
Deploy into your cloud accounts and network boundaries without shipping data out.
Air-gapped
Support isolated environments where external callbacks and SaaS control planes are not acceptable.
Multi-tenant
Serve teams, sites, or customers from one deployment while preserving data isolation.
“ 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. ”
“ 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. ”