The checking has an owner
Marshal monitors the managed workload and owns the review process. Your team keeps the business decisions and approvals that need its judgment. M1M2
AI agent comparison · 2026
Marshal vs. agents you babysit
You hired an agent. Did you get a second job?
Prebuilt agents can take real work off your plate. But if you are still watching runs, spot checking output and chasing fixes, part of the job is still yours. Marshal runs the agent and owns its ongoing care. The difference is who checks the work, responds when something goes wrong, and keeps it working as your business changes.
Published by Marshal. A comparison of operating responsibilities, informed by current product documentation and service terms.
Who looks after the agent?
Marshal
An agent with an operator responsible for monitoring, repairs and ongoing care. M2
Agents you babysit
Agent software with your team responsible for reviewing performance and acting on issues. P1P2
TL;DR · Why Marshal
Get the work done. Get your attention back.
The point of an agent is to free up your team. That is harder when someone has to keep opening its dashboard to make sure the job got done.
An alert becomes a fix
When a run fails, Marshal investigates the cause and repairs the agreed workflow. You get an explanation of what changed. M2
Care beyond launch
New policies, changing tools, expired access. Marshal keeps the agent aligned with the agreed job as the business around it evolves. M1M2
Choose Marshal when you want the work handled and its ongoing care owned. Keep a prebuilt agent when it fits the job, its review burden is manageable, and your team wants to run it.
At a glance
Who does the work around the agent?
“Agents you babysit” describes an arrangement: your team owns the ongoing operation. Prebuilt products can include automated monitoring, quality checks and repair assistance. Those features reduce effort; the responsibility depends on the service you buy.
- Service-ledMarshal owns this within the agreed scope.
- Team-ledYour team owns this, using the product’s tools.
- Scope-dependentConfirm the product, workflow or service terms.
On smaller screens, swipe the table or focus it and use the arrow keys to compare both approaches.
| The ongoing job | Marshal | Agents you babysit |
|---|---|---|
| Watching the work | ||
| Monitoring runs Know whether the expected work started, finished or stalled. | Service-led Marshal watches schedules and run logs, including late or missed runs. M2 | Team-led You use activity views and alerts to check the work and follow up. P1 |
| Spot checking output Look beyond a completed run to whether the result is useful and correct. | Service-led Quality review is part of the managed workload, with human review where needed. M1 | Team-led You own the review process. Automated scorecards can help select and assess output. P2 |
| Making sense of quality issues Turn flagged output into a decision about what needs to change. | Service-led Marshal investigates the issue and owns the technical response. M2 | Team-led Your team interprets findings; some products also diagnose issues and propose fixes. P2P3 |
| Attention required from your team Distinguish routine checking from decisions only the business can make. | Scope-dependent Keep business approvals and context. Delegate routine monitoring and technical care. M1M2 | Scope-dependent Depends on the job, product and review standard. Not every agent needs constant watching. P1P2 |
| When something needs attention | ||
| Investigating a failed run Find the cause behind an error or incomplete result. | Service-led An operator examines the evidence and replays the affected steps. M2 | Team-led You investigate with logs, debugging tools and vendor support. P1P3 |
| Following the issue through Move from identifying the problem to a working correction. | Service-led We repair the agreed agent and explain what changed and why. M2 | Team-led Your owner coordinates the correction, including any product-generated proposal. P3 |
| Business approvals Make decisions about sensitive actions and exceptions to your rules. | Scope-dependent Your designated approver decides. The agent holds at the agreed gate. M1M2 | Scope-dependent Approval features vary. Your team still makes the business decision. P3 |
| Understanding what happened See finished work, exceptions and changes without reconstructing every run. | Service-led Human-reviewed after-action reports explain work, failures and fixes. M2 | Scope-dependent Logs, dashboards and AI summaries vary. Your team owns interpreting and acting on them. P1P3 |
| Keeping it useful over time | ||
| Changing knowledge & business rules Keep the agent aligned with how the business works now. | Service-led Tell us what changed. We adapt the agreed agent; new workloads are scoped together. M1M2 | Team-led You keep knowledge and rules current, with any update assistance your product provides. P2P3 |
| Integration & access upkeep Respond to API changes, expired permissions and broken connections. | Service-led Marshal owns technical upkeep. You authorize access when required. M1M2 | Scope-dependent Vendors maintain their products. Confirm who handles your workflow’s connections and access. P4 |
| Long-term ownership Make sure ongoing care has an owner after the person who set it up moves on. | Service-led Responsibility for the agreed operation stays with Marshal. M2 | Team-led Your business needs an owner for review, changes and follow-through. P2 |
| The full operating cost Include the attention and maintenance required alongside the subscription. | Scope-dependent A recurring service fee for the agreed workload and its operation. M1 | Scope-dependent Software, add-ons and usage, plus your team’s review and maintenance time. P3 |
The pick
Want to use the agent, or look after it?
A prebuilt product can be the right answer. The practical question is whether running it belongs on your team’s job description.
Choose Marshal when
- Someone keeps opening the agent’s dashboard to check that yesterday’s work finished.
- Spot checking output and chasing fixes are eating into the time you meant to save.
- The workload matters, but nobody on your team should have to become its agent operator.
- You want one party responsible for monitoring, technical repairs and ongoing care.
- You want to keep business approvals while handing off routine agent operations.
Keep a prebuilt agent when
- The product fits a focused job and consistently earns back the attention it needs.
- Your team has a capable owner with time to review performance and make improvements.
- Built-in quality checks and maintenance tools cover enough of the ongoing work.
- You want to change the setup yourself and stay close to the agent’s behavior.
- The software and internal operating time cost less than a service for your use case.
The Marshal operating model
The agent works. We work on the agent.
Setup is the beginning of the service. Keeping the agreed workload running is the ongoing job.
Define good work
Agree the workload, correct outputs, source information and the decisions that need your approval. M1
Prove it on real work
Marshal configures the agent in your environment. The 14-day trial starts after configuration, with no setup fee. M1
Watch the operation
Marshal monitors runs and owns the review process for the agreed workload. Your team receives the approvals and exceptions that require business judgment. M1M2
Find the cause. Fix the workflow.
When something fails, we investigate the run, correct the technical issue and tell you what changed. M2
Keep it useful
We maintain the agent and adapt the agreed workflow as tools and business rules change. You provide the new context; we handle the technical work. M1M2
Straight read on the trade-offs
What you gain. What you keep.
Managed service and capable software can both deliver value. Compare the responsibility left with your team after each purchase.
Marshal leads in
- A clear owner for the checking
- Monitoring and review belong to the service. You still evaluate whether the work serves your business and make the decisions that require your authority. M1M2
- Responsibility beyond the alert
- The same operator investigates and repairs the agreed workflow. That means depending on Marshal for technical changes instead of making every change yourself. M2
- Continuity after launch
- Care and maintenance stay with the service as your workflow evolves. Materially different work needs a fresh scope, and the recurring fee has to justify itself. M1M2
Prebuilt agents lead in
- A focused product that already fits
- A specialist agent inside a tool your team knows can be all you need. If the job is stable and the review effort is small, a managed service may be unnecessary. P2
- Increasingly capable care tools
- Automated QA, debugging assistance and proposed fixes can reduce hands-on effort. Intercom’s Fin Monitors and Fin Operator are concrete examples. Your team still directs their use. P2P3
- Direct control of the setup
- Your owner can inspect activity, tune behavior and approve changes inside the product. That control is valuable when your team has the capacity and wants the responsibility. P1P3
Customer proof
fitDEGREE
B2B SaaS · Customer support
82%of Tier 1 support tickets automated.
Marshal connected fitDEGREE’s support workflow to customer context, billing and product documentation. Agents handled routine tickets and passed complex cases to people with the context attached. The customer kept the decisions that needed attention while Marshal operated the automation.
Read the fitDEGREE case studyResult reported in Marshal’s public customer case study. No measurement period or sample size is published. This measures ticket automation, not hours saved on agent supervision, and is not a benchmark against prebuilt agents or a guarantee of your results.
Evaluation guide
Ask what happens after the agent goes live.
Compare one real workload, including the effort needed to keep it dependable. The subscription is only part of the decision.
Who notices if a scheduled run is late, incomplete or missing?
Who reviews output quality, and how are the review criteria chosen?
When a quality check flags an issue, who investigates and follows it through to a fix?
How much team time goes into checking runs, reviewing output and maintaining the agent each month?
Which exceptions need business judgment, and which should the operator resolve?
Who updates the agent when our policies, knowledge sources or connected tools change?
What maintenance does the vendor include, and what remains our responsibility?
Who owns the operation in month six if the person who set it up changes roles?
FAQ
Before you decide.
Direct answers to the practical questions.
What do you mean by “agents you babysit”?
Agents your team remains responsible for monitoring, reviewing and maintaining after setup. That can include prebuilt agents and configurable agent software. It describes the operating arrangement, not a claim that every product needs constant supervision or that prebuilt agents cannot work autonomously.
Don’t prebuilt agents already have monitoring and quality checks?
Many do. Zapier exposes run activity for inspection. Intercom Fin Monitors can select and score conversations, while Fin Operator can investigate issues and propose improvements. These tools can substantially reduce manual work. Compare who defines quality, acts on findings and owns the ongoing result, including any managed service your vendor offers.
P1P2P3Does Marshal remove the need for human review?
No. Marshal owns routine monitoring and the review process within the agreed workload. Your team still provides business context, decides sensitive exceptions and approves actions at agreed gates. Human review remains part of the system; the service changes who carries the routine operating responsibility.
M1M2What happens when a Marshal agent fails or produces a bad result?
Marshal investigates the run evidence, identifies the cause and repairs the agreed agent. If the issue requires a business decision or access only you can authorize, we bring that to your team. Reports explain failures and changes. Managed operations provides an owner for the response; it does not mean an agent can never make a mistake.
M1M2What does long-term agent maintenance include?
Keeping knowledge and business rules current, resolving integration problems and checking that changes still produce correct work. Software vendors maintain their own platforms and may automate parts of this care. Confirm who owns the complete workflow in your environment. Marshal handles technical care for the agreed workload; you supply policy changes and authorize access.
M1M2P3P4Can Marshal take over an agent we already use?
Bring us the workload, your current setup and the recurring problems. We will assess whether to work with it or replace parts of the implementation. Compatibility and access determine what is possible, so this is not a promise to take over every third-party agent unchanged. Agree the scope before starting.
M1Is a managed agent cheaper than a prebuilt one?
Not always. A focused product with low review effort may be the better deal. Compare software, usage and add-ons with the time your team spends reviewing, investigating and maintaining it. Marshal charges for the agreed workload as a service. The 14-day free trial starts after configuration, so you can assess the work before paying.
M1P3Is this a ranking of prebuilt AI agent products?
No. This compares an agent your team operates with an agent Marshal operates. The products cited illustrate real capabilities and responsibilities, not test results across the whole category. If a vendor already takes responsibility for your workflow’s ongoing operation, compare that service scope directly with Marshal. Sources were reviewed September 6, 2026.
Sources & methodology
Check the evidence.
Marshal sources establish our service offer. Product documentation shows what software can automate and where teams still participate. Fit recommendations and the operating-cost framework are our judgment, not a head-to-head test.
Marshal pricing & service scope
Human review, approval rules, customer inputs, integration scope and the trial after configuration.
Marshal Agent Operations
Run monitoring, incident investigation, technical repairs, API upkeep and after-action reports.
fitDEGREE customer case study
Reported Tier 1 ticket automation and the delivered workflow. No measurement of supervision time.
Zapier: Reviewing agent activity
Run status, activity history and inspecting how an agent interpreted and carried out instructions.
Intercom: Using Fin Monitors
Automated quality checks combined with human judgment and changes to knowledge or guidance. Pro add-on required.
Intercom: Fin Operator
AI-assisted analysis, debugging and proposed maintenance changes under teammate approval. Pro add-on and usage terms apply.
Shopify: API versioning
A concrete example of evolving integrations and API retirement. Responsibility depends on the provider and implementation.
Let's get back tothe work of humans1
Marshal is the execution layer that bridges frontier AI and your daily business operations.