Applications / Agent Observability

Observability · AI Agents · Powered by OliverDB

Trillo Agent Observability

Complete visibility, governance, and cost control over your fleets of AI agents. It ingests the OpenTelemetry your agents already emit and turns it into centralized observability of reliability, latency, cost, behavioral drift, and compliance. Powered by the OliverDB telemetry engine, it runs entirely in your own cloud — so your data never leaves your environment.

Business impactLower MTTR, higher SRE productivity, lower AI spend, reduced compliance risk, and fewer point tools.
Why agent observability

Run agent fleets like production systems, not experiments

Five things teams do the day they turn it on.

Find and fix fast

Failure clusters classified as code, deployment, or dependency — plus latency bottlenecks and drift, isolated in one place.

Ship safely

A/B-compare agent versions on real production data before you roll a change out to the fleet.

Cut spend

Evidence-backed, confidence-scored token and cost optimization — with the receipts to defend each recommendation.

See the whole system

Every agent, instance, dependency, model, and location at a glance — discovered automatically from telemetry.

Govern with confidence

Every policy decision recorded, versioned, and audit-ready — evidence you can hand to a regulator.

Why Trillo

What makes it different

OliverDB performance

High-performance telemetry storage and analytics that keeps fleet-scale queries fast — the engine underneath every view.

Model-driven customization

Entities, dashboards, and policies are metadata. Customize and hot-deploy without platform redevelopment.

Enterprise platform out of the box

Reliability, cost, governance, SLOs, and AI — together on day one, not assembled from point tools.

BYOC, lower operational cost

Runs in your own environment with a simple architecture and minimal operational overhead.

Complete platform

Monitor, spend, govern — and put AI to work on all three

One platform spanning the full lifecycle of an agent fleet, from live telemetry to conversational investigation.

Monitor

7 capabilities
Auto inventory & dependency discovery
Agents, instances, models, tools, and systems discovered from telemetry.
Fleet dashboard
Reliability, latency, spend, governance, and savings — every tile drills in.
Agent topology
Live geographic map showing worst-case health by location and zone.
Reliability & root cause
Failure clusters, blast radius, and AI-assisted root-cause analysis.
Latency analysis
P50–P99, slow-tail drill-down, and model / tool / retrieval breakdown.
Behavioral drift
Statistical early warning across error rate, latency, cost, and quality.
Alerting & on-call routing
De-duplicated, blast-radius alerts to Slack / Teams / SMS / ServiceNow; fire → ack → auto-resolve.

Spend

3 capabilities
Cost & token economics
Spend by application, agent, model, owner, cost center, and location — with forecasts.
Chargeback & showback
Per-execution cost attributed to teams and cost centers.
Optimization
Evidence-backed savings recommendations with confidence scores, plus an AI advisor.

Govern

4 capabilities
Governance & audit
Every decision tied to a policy version; role-based masking; exportable evidence.
Adversarial-input detection
Prompt-injection and jailbreak attempts scored and governed.
Policy control
Allow / Warn / Redact / Approval / Block — versioned, and testable before you ship.
Health & SLOs
A defensible Healthy / Needs-Attention / Critical verdict with observed-vs-target evidence.

AI

3 capabilities
Specialized AI agents
SRE root-cause, token optimization, executive summary, and security.
AI Investigation Copilot
Investigate the fleet conversationally from Claude Code and other AI coding agents through a secure MCP server.
Background intelligence
Sweepers turn telemetry into findings, rollups, and baselines automatically.
Architecture

Standard OpenTelemetry in. No proprietary SDK.

Agents stream spans, logs, events, and metrics over OTLP. Non-standard or extended telemetry is mapped to OpenTelemetry at ingestion by OliverDB, at high speed — so you don't re-instrument your agents.

Your agents
SpansLogsEventsMetrics→ OTLP
Ingest & store
OliverDB — telemetry engine
High-speed ingestionOTel mappingFleet-scale analyticsPostgreSQL · metadata & policy
Access
DashboardsAlertsAPIsMCPAI agents & copilot
Deployment
BYOC / on-premise · Customer-owned data · Runs entirely in your cloud

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

BYOC / on-premise deployment, customer-owned data, encryption, RBAC and field-level masking, versioned governance policies, and complete audit trails.

Business outcomes

What it changes for the business

Lower MTTR
Root-cause classification and de-duplicated alerting cut triage time.
Higher SRE productivity
Investigate incidents conversationally through the built-in MCP server.
Lower AI spend
Continuous right-sizing, prompt trimming, and caching.
Reduced compliance risk
Versioned governance and a complete audit trail.
Fewer point tools
One platform for observability, cost, and governance.
Customization

Yours to shape, without a redeploy

Model-driven

Entities, dashboards, and policies are metadata — hot-deployed without redeploying the platform.

Everything configurable

SLOs, alert rules, policies, cost allocation, and thresholds are all yours to set.

Extensible

Add your own functions, agents, channels, models, and data sources.

Pricing

Priced by agent runs, not seats

Simple annual tiers that scale with your fleet. The more you run, the less each million runs costs.

TierAgent runs / monthAnnual priceEffective / 1M runs
Starter5M$25K$417
Growth25M$50K$167
Scale100M$100K$83
Enterprise500M$200K$33
Custom500M+CustomNegotiated

Enterprise support: Standard support included. Premium, 24×7 mission-critical, and dedicated engineering support available.

See your agent fleet in one view

Book a walkthrough with our team, in your environment, on your telemetry.

Book a demo
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