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AI AGENTS FOR SMALL BUSINESS

The days of clicking, dragging, cutting, pasting, deleting, downloading, and CTRL-F'ing are so over. Hand Marshal a job. Marshal hands back finished work.

  • Wired into your tool set.
  • Built around your exact process.
  • Nothing ships without your say-so.

Founder-led teams use Marshal

Solving the agent dilemma

THE SECRET ABOUT AGENTS NOBODY WARNED YOU ABOUT

They said that AI agents were going to free up time. In reality, they hand you a second job.

TWO BAD OPTIONS

That's because most agents fall into one of two categories: the ones you have to build or the ones you have to babysit.

THAT'S WHERE WE COME IN

So we decided to fix it...

AN OLD SOLUTION TO A MODERN PROBLEM

With Marshal, you'll never have to troubleshoot APIs or burn an afternoon on failed tool calls.

WE BECOME YOUR ACCOUNTABLE AGENT OPERATOR

Marshal runs your agents. You run your business.

AI AGENTS AS A SERVICE 🫡

We call it Managed Agent Operations.

Marshal Terminal showing live agent operations, approvals, activity, and agent status

>>> ENGINEERED FOR SMALL BUSINESS

Marshal is the go anywhere, do anything agent for SMBs.

Marshal is a custom-configured AI agent that's purpose-built to deliver completed work. It follows your process, learns your business, and picks up jobs that drive real outcomes.

Refresh pipeline health, update HubSpot records, and draft next-step emails for review.

Reconcile deposits, match bank activity, and surface cash-flow exceptions for approval.

Route support tickets, pull account context from Zendesk and PostgreSQL, and prepare replies.

HubSpot
Greenhouse
Zendesk
Slack
Managed Agent Operations

A new species of service.

Designed, deployed, and run for you, as a service. Marshal integrates into your tech stack and is governed by your rules. No building or babysitting required.

Dimension/ Build it yourselfAgents that you buildA tool you construct/ Buy it and babysitAgents that you operateA tool you manageMarshalManaged Agent OperationsA partner that's accountable
Who builds the agents?You doVendorWe do, fully customized around your requirements
Who manages agents day-to-day?Your teamYour teamWe do, under your guidelines and policies
Who owns agent quality?You doVendorUs
How do agents receive tasks?You've built in custom triggers or cron jobsDefined by vendor configurationCustomized around your processes and workflows
Who fixes the agent when APIs break?You doYou doWe do
What do I pay before it worksBuild cost + value of your timeSubscription fee. Pay first, prove second.$0. Value gets proven first.
Where do I need to allocate resources?Agent design foundations, orchestration, guardrailsRunning agents in production and monitoring their performanceYou save resources. Marshal delivers completed work as a service.
How do I keep control?You've built in governance and permission gatesYour team is responsible for monitoringMarshal is configured according to your guidelines and procedures. And then gets monitored by us.

Reimagine how business works with your own machine workforce.

What if your team could focus entirely on the human elements of business — relationships, judgment, taste, and vision? Let's face it: humans were never meant to reconcile spreadsheets. Marshal takes the mechanical, repetitive work that slows your team down and completes it at machine speed.

MANAGE_CONNECTIONSidle
Slack
OAuth 2.0
Connected
Apollo
API Key
Connected
HubSpot
OAuth 2.0
Connected
Gmail
OAuth 2.0
Connected
ENRICH_CONTACTSidle
source--
matched--
emails found--
titles verified--
status--
Agentworkflow:prospecting
agent marshal-0919
model claude-opus-4-8
HUBSPOT_SYNCidle
action--
contacts--
list--
duplicates--
sync--
DRAFT_OUTBOUNDidle
template--
personalized--
tone check--
queued--
review--
Agent · marshal-0919workflow: prospecting
> apollo.search querying ICP targets...
> filter: SaaS, 10-50 headcount, US
> found 142 accounts
> apollo.enrich resolving contacts...
> matching titles against ICP rules
> 87 contacts enriched (61% match)
> suppressing 12 duplicates from CRM
> hubspot.sync pushing 75 new contacts...
> list: Q2-SaaS-Outbound
> 75 contacts synced
> draft.generate building sequences...
> personalizing from account briefs
> tone: direct, no jargon, founder-voice
> 75 drafts queued for human review
> slack.notify #pipeline "75 prospects ready"
> awaiting approval before send
> workflow complete (4m 12s)
connectionsdone
enrichmentdone
crm syncdone
outbounddone
workflowprospecting
agentmarshal-0919
modelclaude-opus-4-8
runtime4m 12s
replaces~4hr / week manual

>>> Marshal goes where it's needed

Deploys across every job function.

Sales. Support. Operations. Marketing. Finance. Point Marshal at every bottleneck where work tends to pile up.

Tour the Agent Factory

>>> MARSHAL INTEGRATES WITH EVERYTHING

Full compatibility.

No rip and replace. Nothing migrates. Nothing gets rebuilt. Marshal connects to the apps and software your business uses.

See latest integrations

>>> Marshal is designed for trust & safety

You keep the veto.

Agents reach only the systems you open. They stay in the lane you draw. When a decision requires judgment, they stop and wait for you.

Full transparency

Nothing happens off-camera. Every action is logged. Every completed task comes with a receipt.

Secure by design

Marshal's boundaries are written in code, not made in promises. Permissions, policies, and off-limit actions are enforced at the root.

Data protection and privacy

Your data stays yours. Encrypted in transit and at rest, logged on every run, and never used to train a model.

Portrait of Marthe Naudts

We looked at a few vendors, including building the agents ourselves. Every option required technical resources that we couldn't spare. I needed these tasks done, and Marshal just handled it.

Marthe Naudts

Head of Growth, Espresso AI

>>> HARNESS ENGINEERING

Welcome to agent anatomy 101.

Marshal is an agent, not a chatbot. Strip it down and you get a model, instructions, tools, and a running loop. What makes Marshal Marshal is everything built around that core.

LAYER / 01

An identity with hard limits

Layer 1 is the identity file: who the agent is, its operating rules, the boundaries it never crosses. It rides along on every single turn. Model choice, runtime, and budgets are pinned in config. Nothing about Marshal's behavior is improvised.

[ components ]
  • AGENTS.md
  • agent.config.ts
  • Hard Boundaries
  • Model & Runtime Config
  • Cost Budgets
LAYER / 02

Capabilities that load on demand

Each task Marshal can do is a self-contained skill: a documented procedure, deterministic scripts, and reference docs that load when needed. Tools are typed functions with schema-validated inputs. Specialist subagents take the deep work.

[ components ]
  • SKILL.md
  • Deterministic Scripts
  • Typed Tools
  • Triggers
  • Schema-Validated Inputs
  • Subagents
LAYER / 03

Permissions as code, not vibes

What Marshal may do is written down, auditable, and enforced: which actions require a human and who that human is, when to stop and hand off, where the data and spend limits sit.

[ components ]
  • Approval Gates
  • Escalation Paths
  • Data Boundaries
  • Auth-Only Connections
  • Spend Limits
  • Off-Limits Actions
LAYER / 04

Memory that persists

No black box. State lives in durable, human-readable files: long-lived facts about the environment, the precedent behind every decision it has made, and the domain knowledge it consults but doesn't control.

[ components ]
  • context.md
  • decisions.md
  • Knowledge Base
  • Diffable State
  • Domain Knowledge
LAYER / 05

Evals that drive improvement

Runbooks, drift checks, a dated changelog, and post-mortems keep everything verified in production. This is the layer almost nobody ships. We run on it.

[ components ]
  • Regression Suite
  • Scoring Rubrics
  • Runbooks
  • Drift Checks
  • Changelog

ONE ACCOUNTABLE AGENT OPERATOR

Marshal runs your agents. You run your business.

The division of labor is simple. Marshal takes the taskers, to-dos, and the core operating work. You make the judgment calls and set the strategy.

Marshal handles

  • Designing, configuring, and deploying your agent around the job you hand over
  • Monitoring, exception handling, and fixes, in week one and in month six
  • Maintenance, updates, and each capability upgrade as the work grows
  • Answering for the outcome: when the agent is wrong, we catch it, and fix it

You own

  • The rules: what the agent does on its own, and what waits for your sign-off
  • The approvals: agents start in draft-and-approval mode, and nothing goes out without you
  • The verification: a work receipt for every completed task, so you'll never have to trust claims
  • The business: your customers, your pricing, your strategy

Helping people, everywhere they work.

Sales, support, finance, HR. Marshal deploys anywhere across the org. Pick the job. Get a custom agent.

CUSTOMER SUPPORT

Your queue will be clear by morning.

Marshal takes the first pass on every ticket. Your team handles the ones that actually require a human.

  • Drafts the first reply on every ticket
  • Routes the routine, escalates the rest
  • Runs inside your help desk, with your leaders on approval
Learn more
Finance

Never think about receivables again

Reconciliation, receivables, depreciation schedules, close support. The work that has to be right with too few people to do it.

  • Treasury & cash management
  • Financial planning & analysis
  • Tax planning
Learn more
MARKETING

Marketing that ships on schedule.

Marshal turns your quarterly plan into published work and keeps everything on schedule.

  • Drafts content from your brief and brand voice
  • Schedules, publishes, and repurposes across your channels
  • Runs inside your marketing stack, with your leaders on approval
Learn more
SALES

No lead gets left behind.

Marshal answers every new lead inside four minutes, qualifies it, books it, and hands your rep a warm opportunity.

  • Answers and qualifies every new lead in minutes
  • Routes, books, and follows-up (without needing a reminder)
  • Runs inside your CRM, with your leaders on approval
Learn more

REAL WORK. REAL RECEIPTS. THEN DECIDE.

Ready to test a managed agent? Sit back and watch.

Start a 14-day free trial when your agent goes live. We configure Marshal to your specific workflows, your preferred tools, and your exact procedures. Watch Marshal deliver verified work. Then decide.

[ start here ]01 / 03

Try Marshal for $0

Put Marshal to work today. Assign real work from your day-to-day operations. Marshal completes every task. You approve every deliverable.

  • Off-load an entire
  • Real work, not a sandbox
  • You control permissions and approvals
  • A receipt for every action
  • Proof, not promises
START FOR FREE
[ trial launch ]02 / 03

Marshal gets to work

Your agent goes live in days, not quarters. Marshal executes your , under your policies, and reports what it accomplished. You sit back and watch.

  • Tailored to your process
  • Trained on your business
  • Integrated across your systems
  • Zero building or babysitting required
  • Agents managed by us
SEE A DEMO
[ managed agent operations ]03 / 03

Keep Marshal on the job

Evaluate Marshal on real evidence. If you'd like to keep Marshal working, just roll into one of our service tiers. If Marshal isn't a fit, at least you got some free work done :)

  • Completed work delivered at scale
  • Headcount you didn't have to add
  • More work hours back, every week
  • Drift fixed and model upgrades handled
  • One accountable partner
SEE PRICING

Get an inside perspective on agentic AI

Don't see your question here? You can always ask us on a call →

What is Marshal?

Marshal is the Managed Agent Operations company that designs, deploys, and operates AI agents as a service for small businesses.

Agents run on top of the software you already use and we stay accountable for them in production. Think of it as an on-demand machine workforce for all operational work: sales follow-up, support triage, finance, marketing, etc.

You tell us the job. We build and run the agent that handles it.

What is Managed Agent Operations?

Managed Agent Operations means your AI agents get designed, deployed, and run for you, as a service. The market gives you two options today: agents you build yourself, and agents you buy and then have to babysit. Both leave you managing software systems. Managed Agent Operations is the third option. Marshal builds and runs the agent end to end: configuration, integrations, fixes, and upkeep. You stay on the approvals. We manage the agents. You run the business.

What kind of work can Marshal actually do?

Marshal works across most operational job functions: sales, customer support, operations, finance, marketing, and AI visibility. Examples of work that Marshal handles include lead response within minutes, qualification and routing, booking and follow-up, prospect research, support ticket triage, client onboarding, data sync and CRM hygiene, financial reporting, cash reconciliation, and close support. Each agent is scoped to one specific role rather than stretched across everything, which is what keeps it reliable. If a workflow eats hours every week and runs on tools, it is a candidate.

Is Marshal a fit for a business like ours?

Our sweet spot is founder-led and operator-led businesses, roughly $1M to $50M in revenue, with a real go-to-market motion already running and a small team carrying too much manual coordination, follow-up, and admin. SaaS, professional services, legal, education, and other SMBs all fit. If you are pre-revenue with limited runway, you are probably too early. If you are a Fortune 100 with procurement layers, we are probably the wrong shop. Everyone in between is exactly who we built this for.

How is Marshal different from other AI agents?

Most AI agents arrive one of two ways. Either you build the agent on a platform, and your team designs, tests, runs, and maintains it. Or you buy an agent, and your team monitors and babysits it. That includes the newer tools that generate agents for you: self-creating is not self-managing. Marshal is the third way, Managed Agent Operations: AI agents that get designed, deployed, and run for you, as a service. The first two doors hand you software plus a second job. Marshal hands you completed work. You stay on approvals and judgment calls.

How does the free trial work?

You get 14 days of a custom agent completing real, verified work in your business before you pay anything. The clock starts when the agent goes live, not when you sign up. If you want to keep Marshal on the job, roll into the service tier that fits. No seats, no setup fees, pause or cancel anytime.

How much of our time will this take, and do we need technical people?

Far less than doing it yourself, and no, you do not need engineers. The heavy lifting is ours: scoping, building, integrating, testing, and running the system. You will not troubleshoot APIs or sit watching live runs. All that’s needed from you is bounded and front-loaded: access to the right tools, clarity on the rules, the outcomes you need, and one point of contact for decisions. After that, Marshal works and we run it. The goal is to take work off your plate, not hand you a second job.

What happens when something breaks or an API changes?

We fix it. When an integration changes, an API updates, or an agent drifts in month six, that is our problem to catch and repair, not yours. We monitor every agent in production, keep them working as your business processes evolve, and stay fully accountable for them in production. That is the difference between a managed service and a tool you have to operate.

Is our data and our clients' data secure?

Yes. Your data stays where it lives. Your CRM, inbox, tools, and data never move. Agents reach into those systems through credentials you control and can revoke at any time. They take only the specific action the workflow calls for, and log every step in an audit trail. The workflow logic and the agent runtime are inside a secure hosted environment with least-privilege access, encryption in transit and at rest, and full logging on every run. Your data is never used to train AI models, ours or anyone else's. You own everything that runs through the system.

Reimagine your work-lifewith managed agents on the job.

Business, at the speed of AI.