Endless hours troubleshooting
When an agent fails or slows down, there's no single place to see why it failed, where the latency is, or how many users and jobs are affected.
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.
Agent Observability Platform
The problem
Agent fleets break in ways your old tools can't see
Four things every team hits once agents reach production.
Spiraling model & token cost
Spend keeps climbing, but you can't tie it to an application, team, or model — or prove where to cut it.
No safe way to ship a change
You can't tell whether a new prompt or model will regress quality, latency, or cost until it's already running in production.
No proof of what agents did
You can't show which policy governed a decision, mask sensitive data by role, or produce audit-ready evidence when compliance asks.
How Trillo solves it
Every problem, answered — with the outcome it drives
Troubleshoot in minutes, not hours
Similar failures are clustered and classified (code / deployment / dependency), with blast radius, AI-assisted root cause, and suggested fixes. → Lower MTTR.
Take control of AI spend
See cost by application, agent, model, owner, and location, with evidence-backed, confidence-scored optimizations and suggested alternatives. → Lower AI spend.
Ship changes with confidence
Validate a new version through a limited release, A/B-tested against real past executions, before rolling it out to the fleet. → No regressions in production.
Govern with confidence
Every decision tied to a versioned policy, with role-based masking and exportable, audit-ready evidence. → Reduced compliance risk.
Why Trillo
What makes it different
100% ownership of your data
Deploy in your own cloud (BYOC). Your data never leaves your environment.
A fraction of the cost
Comparable capability at a fraction of the total cost of ownership.
OliverDB
Petabyte-scale telemetry storage and analytics at a fraction of the cost, without the operational complexity.
Easy to customize
Model-driven and hot-deployable — and we help you customize workflows and extend it to your needs.
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 capabilitiesAuto 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 capabilitiesCost & 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 capabilitiesGovernance & 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 capabilitiesSpecialized 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
Higher SRE productivity
Investigate incidents conversationally through the built-in MCP server.
Lower MTTR
Root-cause classification + de-duplicated alerting cut triage time.
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.
| Tier | Agent runs / month | Annual price | Effective / 1M runs |
|---|---|---|---|
| Starter | 5M | $25K | $417 |
| Growth | 25M | $50K | $167 |
| Scale | 100M | $100K | $83 |
| Enterprise | 500M | $200K | $33 |
| Custom | 500M+ | Custom | Negotiated |
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.
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