Inside any business, getting work done means finding the right policy, checking the right system, following the right process, choosing the right owner, and taking action without breaking the rules. Marshal Agents are built for that world.
With Marshal, you get an outcome, not a set of instructions. Your agent understands the goal, plans the work, uses the right systems, and follows through.
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/ GENERIC VS. GROUNDED AI
Any intelligence that doesn't know your tools, data, permissions, or process won't feel very intelligent once you put it to work. Even with the latest models, a chat interface will only bring you so far. Why? Because generic AI will confidently miss the details that matter: the current policy, the latest customer note, the correct handoff owner, the required form, or the exception buried in a file.
/ MARSHAL AGENTS→GROUNDED
Marshal agents ground every task in the information and rules of your business. They retrieve relevant context, respect access permissions, identify the right tools, and adapt as new information appears.
/ What makes a marshal agent different
Agents can understand a goal, plan the work, use tools, and learn from outcomes.
/ Understanding the agentic loop
An agent is a system that can understand a goal, decide the steps required, use tools, execute actions, and learn from outcomes. That means it can break work into smaller pieces and refine its path when the first result is not enough.
ChatGPT gives you answers.
Agents get things done.
/ Five parts of a capable agent
The rest of the system operates behind the scenes: context, plan, tools, memory.
Tells it what to accomplish.
Tells it what matters inside your business.
Gives it a path.
Let it act.
Help it improve over time.
/ Where agents plug in
Some work needs an agent that quietly runs the process. Some work needs an agent that is responsive. Marshal supports both.
/ Runs the workflow
Run structured work on a schedule. A finance agent can review expense reports and spending patterns. An IT agent can run quietly in the background observing system usage. A marketing agent can generate quarterly business reports.
/ Works with you
Action-initiated. A lead capture agent parses an inbound inquiry, identifies the source, scores urgency, routes the lead, updates the CRM record, and alerts the right owner. A client onboarding agent can collect intake details, create kickoff tasks, send welcome emails, and make sure the next step is not dropped.
/ SMB use cases
/ Grounded in the knowledge of your business
Pro tip: drop your agents into the places where your team already works.
/ Context is king
Agents are only as good as the context they can retrieve. Marshal agents use business search, permissions-aware indexing, and a knowledge graph to understand the relationships between people, content, tools, projects, customers, and activity across your company.
/ Tool use is the bridge between understanding and action
Taking the right action, in the right system, without handholding is where our agents shine.
/ Analysis + action
Marshal Agents can analyze data and take action in the systems where work happens. They can search, reason, analyze structured and unstructured data, create charts, update tickets, submit requests, draft messages, move records forward, and trigger processes in connected applications.
/ Built for precision
Each agent has a clear job, known inputs, and known outputs. This makes agents easier to orchestrate and easier to evaluate. Instead of one vague system trying to do everything, Marshal builds specialized agents responsible for entire workflows.
TOOL PALETTE · HIGHLIGHTED: ROUTE INBOUND LEAD
/ Workflows keep agents aligned
Every business has process knowledge. Marshal turns that knowledge into workflows that agents can follow.
/ How workflows are structured
Branching logic lets agents choose the right path. Looping lets them iterate until the job is complete. Routing lets them hand off specific steps to other specialized agents.
This is the difference between basic automation and agentic work. Automation follows a rigid script. Agents follow the process, read the situation, and adapt within the rules.
/ The SMB advantage
For SMBs, the right move is not to automate everything at once. Start with one repeatable workflow where speed, consistency, or missed handoffs are costing money.
Once the first system is working, the same foundation can support the next workflow, and then the next. For small to medium sized businesses, operating leverage compounds.
/ Built for choice, collaboration, and control
Did the agent choose the right tool? Did it retrieve the right source? Did it complete the task efficiently? Was the answer correct, complete, grounded, and useful?
/ Control
For SMBs, control cannot mean a massive governance program. It needs to be practical: clear permissions, visible sources, human review for sensitive actions, defined workflows, and measurable performance.
Agents do the work. Humans run the show./ An intelligence layer for growing businesses
/ Move work forward while you sleep
Marshal Agents give growing businesses a way to move work forward 24/7. Leaders can turn their best processes into reusable procedures. Operators get a system that connects knowledge, tools, models, and controls without forcing the business into a rigid architecture.
The result is a new operating layer for work: one that understands your business, follows your process, uses the right tools, learns from feedback, and coordinates action across teams.
Marshal Agents help SMBs move beyond AI experiments and toward AI that actually works inside the business./ Ready when you are
One operating layer that understands your business, follows your process, uses the right tools, and coordinates action across teams.