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Managed AI Agent Operations and Optimization

Managed AI Agent Operations and Optimization is a recurring monthly service that keeps production AI agents — built in Microsoft Copilot Studio or on Microsoft Foundry, by us or by anyone else — accurate, safe, and cost-efficient after launch. Each month we review usage and outcome telemetry, refresh prompts and knowledge sources, watch consumption costs, re-check safety filters and access scopes, and record every change in a documented change log you can audit. The service is $950 per month with no lock-in — you can stop at any time. It covers operating existing agents; building new ones is a separate development engagement.

Timeline 30 daysService owner Nick SavenMicrosoft Copilot StudioMicrosoft FoundryMicrosoft 365

What this engagement is

AI agents drift. The knowledge sources they answer from go stale, the prompts that worked at launch degrade as usage broadens, consumption costs creep upward quietly, and the access scopes granted during the pilot are rarely reviewed again. Microsoft's own direction confirms the problem: Agent 365, generally available since May 2026, exists precisely to observe, govern, and secure agent fleets. This service is the operational discipline behind that idea — a named engineer reviewing your agents on a monthly cycle instead of nobody reviewing them at all. We operate agents built in Microsoft Copilot Studio and on Microsoft Foundry (formerly Azure AI Foundry), whether we built them or someone else did. Where you license Agent 365, we work through its observability and governance surface; where you don't, we use the platforms' native analytics and audit tooling. Every month you get a written operations report and a documented change log — what changed, why, and what it did to quality and cost. Support requests get a first response within one business hour under our published SLA.

Success criteria

01Every in-scope agent is inventoried with its owner, purpose, knowledge sources, access scopes, and cost baseline documented at onboarding.
02Usage and outcome telemetry is reviewed every month, and findings appear in a written report — not a dashboard nobody opens.
03Prompt and knowledge-source refreshes are applied on a documented cadence, with before/after notes in the change log.
04Consumption and licensing costs are tracked against the baseline, and cost anomalies are flagged in the month they appear.
05Safety filters, authentication, and access scopes are re-verified monthly, and drift from least-privilege is reported and corrected.
06Every change to a production agent is recorded in a change log the client can audit at any time.

What you receive

Onboarding inventory: agents in scope, owners, knowledge sources, integrations, access scopes, safety configuration, and cost baseline.
Monthly written operations report: usage and outcome review, quality observations, cost tracking against baseline, and recommendations.
Applied maintenance within the monthly scope: prompt adjustments, knowledge-source refreshes, and configuration corrections.
Monthly safety and access review: content-safety settings, authentication, connection ownership, and permission scopes re-checked.
A documented, auditable change log covering every modification we make to a production agent.
A prioritized improvement backlog, maintained monthly, separating in-scope tuning from enhancement work that needs a development engagement.

How the work unfolds

Milestone 1

Onboarding — inventory the agents in scope, confirm access under least-privilege, document owners, knowledge sources, integrations, and safety configuration, and capture the usage and cost baseline.

Milestone 2

Telemetry review (monthly) — analyze usage, resolution and escalation patterns, and outcome signals from Copilot Studio analytics, Foundry telemetry, or Agent 365 where licensed.

Milestone 3

Prompt and knowledge refresh (monthly) — correct degraded answers, update instructions, and refresh or re-index stale knowledge sources within the monthly scope.

Milestone 4

Cost watch (monthly) — track message, credit, and token consumption against the baseline; flag anomalies and recommend configuration changes that reduce spend.

Milestone 5

Safety and access review (monthly) — re-verify content-safety filters, authentication, connection ownership, and access scopes; report and correct drift.

Milestone 6

Reporting — deliver the written operations report and updated change log; review recommendations with your owner and agree next month's priorities.

Prerequisites

One or more agents already running in production or pilot in Microsoft Copilot Studio or on Microsoft Foundry.
Delegated, least-privilege access to the relevant environments — Copilot Studio/Power Platform environments, the Foundry project and its Azure resources, and associated analytics.
A named client-side owner for agent decisions: someone who can approve prompt changes, knowledge updates, and access corrections.
Access to existing documentation for each agent — purpose, knowledge sources, integrations — or time with the people who built it during onboarding.
Visibility into the relevant billing or consumption data (Azure subscription costs, Copilot Studio capacity or credits) so cost tracking is grounded in real numbers.
Where Microsoft Agent 365 is licensed, access to its admin surface; the service does not require Agent 365 and works with native platform tooling otherwise.

Who does what

IT Partner

  • Monthly telemetry, quality, cost, safety, and access reviews for every in-scope agent.
  • Prompt adjustments, knowledge refreshes, and configuration corrections within the monthly scope.
  • The written monthly operations report and the auditable change log.
  • Flagging cost anomalies and safety or permission drift in the month they appear.
  • Maintaining the improvement backlog and honestly separating tuning from work that needs a development engagement.
  • First response to support requests within one business hour under our published SLA.

Your team

  • Name an owner with authority to approve changes to production agents.
  • Provide and maintain the delegated access the service depends on.
  • Review the monthly report and approve or decline recommendations in a timely way.
  • Own the business decisions the agents encode — policies, tone, escalation rules, and acceptable-use boundaries.
  • Carry Microsoft licensing and consumption costs for the agents and their platforms.
  • Tell us when the business changes — new products, reorganized content, retired systems — so knowledge refreshes track reality.

What's not included

Building new agents. Net-new builds are separate engagements — Custom Agent Development with Microsoft Copilot Studio for low-code, AI Agent Development with Microsoft Foundry for pro-code — and we cross-refer rather than blur the boundary.
Major re-architecture of an existing agent — replatforming, new integrations, multi-agent redesign, or channel expansion. These are quoted separately as development work; the monthly service covers tuning and maintenance.
Microsoft licensing and consumption costs — Copilot Studio capacity or credits, Azure consumption, Agent 365 licensing, and channel licensing are billed by Microsoft to you.
One-time security hardening of your AI estate — tenant-wide AI security posture is our AI Security for Microsoft 365 Copilot and Agents service; this service maintains the agent-level configuration that work establishes.
24/7 eyes-on-glass monitoring or security incident response. Reviews run on a monthly cadence with business-hours support under our published response SLA; continuous SOC-style monitoring is a different service class.
End-user helpdesk for the people using the agents — we support the agents and their owners, not the general user population.

Limitations & technical notes

!The monthly fee covers a defined operating scope agreed at onboarding; fleets with many agents or unusually heavy change volume are re-quoted in writing before scope changes.
!Optimization improves agents within the limits of their design — if the underlying architecture or data cannot support the desired quality, we say so and scope the fix as development work rather than pretending tuning will get there.
!Telemetry depth depends on what each platform exposes: Copilot Studio analytics, Foundry telemetry, and Agent 365 (where licensed) differ in what they can show, and the monthly report reflects what is actually observable.
!Cost tracking depends on access to real billing and consumption data; without it we can only report relative trends.
!Generative agents remain probabilistic — monthly review reduces drift and risk, it does not guarantee any specific accuracy level or business outcome.
!Microsoft's agent platforms are evolving quickly; capabilities, names, and licensing referenced here reflect the platforms as of August 2026 and are re-validated as part of the monthly cycle.

Frequently asked questions

What exactly do we get each month for $950?

A monthly operating cycle for your in-scope agents: telemetry and outcome review, prompt and knowledge-source refreshes, cost tracking against a documented baseline, a safety and access re-check, plus a written operations report and an auditable change log. The precise agent scope the fee covers is confirmed in writing at onboarding.

Which agent platforms do you support?

Microsoft Copilot Studio and Microsoft Foundry (formerly Azure AI Foundry), including agents deployed to Teams, Microsoft 365 Copilot, or web channels. Where you license Microsoft Agent 365, we work through its observe-govern-secure surface as well.

Do you only manage agents that IT Partner built?

No. We onboard agents built by your team or another vendor — the onboarding step exists precisely to inventory and document what's running, whoever built it. If an inherited agent has structural problems, the first monthly report says so plainly.

Why do AI agents need ongoing operations at all?

Because they drift. Knowledge sources go stale, prompts degrade as real usage diverges from the pilot, consumption costs creep, and access scopes granted at launch are rarely reviewed again. An unwatched agent gets quietly worse — and Microsoft shipping Agent 365 as a dedicated control plane for exactly this problem is a good signal of how real it is.

Do we need Microsoft Agent 365 for this service?

No. Agent 365 is Microsoft's control plane for observing, governing, and securing agent fleets, generally available since May 2026, and we use it where you license it. Without it, we work through Copilot Studio analytics, Foundry telemetry, and the platforms' native audit tooling.

Can we cancel whenever we want?

Yes. The service is month to month with no lock-in — you can stop at any time; all we ask is payment of outstanding, previously approved invoices. Your agents, environments, and documentation are yours throughout, so there is nothing to migrate away from.

How fast do you respond when something breaks?

Our support SLA is first response within one business hour, and we publish our monthly support statistics — including the months we missed — on our verify pages. Structural fixes are then handled within the monthly scope or quoted as development work if they go beyond it.

What does the monthly report contain?

Usage and outcome trends, quality observations from the telemetry review, cost tracking against your baseline, results of the safety and access re-check, every change we made with its rationale, and a prioritized recommendation list for the next cycle. It is written to be read by an owner, not just an engineer.

What counts as optimization versus new development?

Optimization is tuning what exists: prompt adjustments, knowledge refreshes, configuration corrections, cost tweaks. New integrations, replatforming, multi-agent redesign, or new channels are development work — we flag the boundary explicitly in the backlog and quote such work separately before touching it.

How does this relate to your AI security service?

AI Security for Microsoft 365 Copilot and Agents is a one-time hardening engagement that establishes your AI security posture. This service is the ongoing counterpart: it re-verifies safety filters, authentication, and access scopes every month so the posture that work established doesn't silently erode.

What access do you need, and how is it controlled?

Delegated, least-privilege access to the agent environments and their analytics — scoped at onboarding, documented in the inventory, and reviewable by you at any time. We ask for the minimum the monthly cycle needs, and access changes are themselves entries in the change log.

Can you reduce what our agents cost to run?

Often, yes — cost creep from chatty prompts, oversized models, or unnecessary calls is one of the most common findings. We track consumption against the onboarding baseline and recommend specific configuration changes, but we don't promise a savings number before seeing your telemetry.

How long does onboarding take?

Onboarding runs inside the first monthly cycle for a typical small fleet: inventory, access setup, baseline capture, and documentation review. Complex estates with many agents or missing documentation can take longer, and we tell you at the start if yours will.

What happens if an agent needs work beyond the monthly scope?

It goes on the improvement backlog with an honest label: in-scope tuning we'll do in the next cycle, or development work that needs its own quote. Nothing beyond the agreed scope is started — or billed — without a written quote you approve first.

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$950 per month
30 days
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