Managed Agent Engineering

Enterprise AI agents, engineered to perform.

Tervoro designs, deploys, and operates production AI agents for enterprise workflows. Our AI systems engineers manage the integrations, controls, evaluations, monitoring, and continuous improvement required after the demo.

Defined outcomes. Bounded permissions. Human oversight. Continuous monitoring.

LIVE SYSTEM MODELTV / 01
01 / INPUTBusiness requestor event trigger
02 / AGENTTervoro-managed agentReasoning · Context · Policy operating
03 / CONTROLApproval & executionHuman gates · scoped actions
04 / SYSTEMSEnterprise systemsCRMERPITSM
05 / OUTCOMEVerified outcomeFinal state checked
Operational loopEvaluateReleaseMonitorImprove
ENGINEERED FOR THE WORK AFTER THE DEMOOUTCOMES / CONTROLS / OPERATIONS

01 / WHY TERVORO

Agents are systems, not prompts.

A production agent must understand the workflow, work across enterprise tools, follow business policy, recover from failures, and remain dependable as models, data, and processes change. Tervoro engineers and operates the entire system.

01

Specialized capacity

Add agent architecture, enterprise integration, evaluation, and reliability expertise as one coordinated team.

02

Safer production

Use bounded permissions, human approval gates, scenario testing, and controlled rollouts before expanding autonomy.

03

Ongoing ownership

Tervoro monitors agent behavior, integrations, releases, incidents, performance, and operating cost after launch.

04

Measurable progress

Define success through correct business outcomes, human intervention, cycle time, and cost per completion—not merely fluent responses.

02 / THE LIFECYCLE

One team for the full agent lifecycle.

Start with one bounded, valuable workflow. Tervoro manages the engineering lifecycle while your organization retains control of business policy, risk, and approval authority.

01

Agent Blueprint

We map the workflow, establish its current baseline, define the desired outcome, identify relevant systems, and design the agent's autonomy and risk boundaries.

Typical outputs
  • Workflow and exception map
  • Outcome definition
  • System and data requirements
  • Permission and approval model
  • Evaluation and launch plan
02

Production Launch

We build the agent, connect approved systems, implement policy controls, construct its evaluation suite, and introduce it through a controlled production rollout.

Typical outputs
  • Enterprise integrations and tools
  • Agent instructions and context
  • Approval and escalation logic
  • Simulation and regression scenarios
  • Shadow-mode or limited-production launch
03

Managed Agent Operations

We operate the agent after launch, monitor its behavior and outcomes, investigate failures, manage releases, and continuously improve performance.

Typical outputs
  • Production monitoring
  • Incident response
  • Release management
  • Evaluation maintenance
  • Cost and latency optimization
  • Reliability and outcome reporting

Tervoro is designed as an ongoing operating partner, not only a launch project.

03 / HOW IT WORKS

A measured path from workflow to operation.

Every engagement starts with a bounded workflow and an observable definition of done. Autonomy expands only as the evidence supports it.

01

Define

Select one workflow, establish the baseline, and agree on what successful completion looks like.

02

Engineer

Build the agent, integrations, controls, approval paths, context, and fallback behavior.

03

Validate

Test normal cases, edge cases, system failures, and policy requirements before expanding access.

04

Operate

Monitor real outcomes, respond to incidents, release improvements, and increase autonomy only when evidence supports it.

04 / RELIABILITY

Control stays with you.

Your organization defines what the agent may access, decide, and execute. Tervoro turns those requirements into enforceable controls and visible operational evidence.

TV
Production package

A clear record of what the agent is allowed to do, how it is evaluated, and what happened in operation.

01Scoped system access
02Approval gates for high-impact actions
03Versioned changes and rollback
04End-to-end execution traces
05Final-state outcome validation
06Continuous evaluation and drift detection
TERVORO / CONTROL PLANEv1.0
01
Outcome Contract

The observable state that constitutes successful completion

ready
02
Permission Envelope

The systems, records, tools, and actions the agent may access

ready
03
Evaluation Suite

The scenarios and assertions a release must pass

ready
04
Release Manifest

The versioned agent configuration deployed to production

ready
05
Execution Trace

The decisions, approvals, actions, and resulting state changes

ready
06
Reliability Report

Performance, intervention, incident, cost, and improvement data

ready
Observable by design

05 / USE CASES

Start with one bounded workflow.

Strong first candidates have a clear starting point, repeatable volume, identifiable systems, a measurable terminal outcome, and a viable human fallback.

01

IT & access operations

Intake, triage, account requests, approval coordination, service workflows, and bounded remediation.

02

Employee lifecycle

Onboarding, offboarding, account creation, equipment coordination, and cross-system task completion.

03

Finance operations

Invoice exceptions, reconciliation support, document collection, approval routing, and status coordination.

04

Vendor & compliance

Vendor onboarding, recurring evidence gathering, policy checks, review coordination, and exception handling.

Example workflow families — not prebuilt products.

06 / COMPANY

The engineering team behind the agent.

Tervoro is an AI systems engineering company focused on making enterprise agents operationally dependable. We combine agent architecture, enterprise integration, evaluation engineering, and production reliability in one managed service.

We work alongside your process, system, and risk owners. Your organization retains business and policy authority; Tervoro owns implementation, operation, and continuous improvement.

01Agent Architecture
02Enterprise Integration
03Evaluation Engineering
04Reliability Operations

Tervoro engineers are supported by a reusable agent operations platform for evaluation, controlled releases, monitoring, and traceability.

07 / START HERE

Bring us one workflow.

Tell us where work is repetitive, difficult to scale, or slowed by coordination across people and systems. We will help determine whether an agent is appropriate and what a responsible path to production requires.

Discuss your workflow