Prospect Identification
The system finds accounts and contacts that match your ICP, then prioritizes them using the signals that matter for your market.
AI Agent for Sales
Your sales team does not need another tool to babysit.
Marshal builds and runs a managed AI Agent for Sales that researches accounts, personalizes outreach, follows up, qualifies responses, and hands real opportunities to your team inside the stack you already use.
- Built on your CRM, inbox, calendar, and sales tools
- Approval gates before the agent speaks for your brand
- Exception queues for anything that needs judgment
- Human review where the stakes are real
- $0 upfront. Subscribe after a verified 60-day pilot.
Managed AI Ops for founder-led businesses that need more revenue motion without another full-time operator hiding inside the org chart.
/ Definition
What is an AI Agent for Sales?
An AI Agent for Sales is a production system that handles repeatable sales work across research, personalization, outreach, follow-up, qualification, and handoff.
THE CHEAP VERSION
Sends more messages.
THE USEFUL VERSION
Knows who to contact, why now, what to say, when to stop, when to ask for approval, and when to get a human into the conversation. Marshal builds the useful version.
Account and Personalization
The agent researches the account before it writes, turning public signals, CRM notes, website context, prior conversations, and approved positioning into outreach that sounds like someone did the homework.
Outbound Execution Support
The agent drafts, queues, follows up, routes, and updates the system of record across the first pilot workflow.
Governance by Design
The workflow includes approval gates, exception queues, human review, routing rules, audit trails, guardrails, and performance reviews from day one.
/ The problem
Good sales work takes time your team does not have.
Your team already knows what good sales work looks like.
The problem is that good sales work takes time. Someone has to find the right accounts, research the buyer, write the first move, chase the follow-up, update the CRM, route the reply, and keep the whole thing from turning into a spam cannon with a login screen.
That work matters. It also eats the calendar alive.
Marshal takes the repeatable parts off your team without removing the human judgment that makes sales work.
/ Workflow orchestration
How it works
The first workflow should be narrow enough to measure and important enough to matter.
Map the first revenue workflow
We identify the narrowest sales workflow worth automating first, such as demo-request follow-up, outbound to a defined account segment, re-engagement, event follow-up, or CRM next-step hygiene.
Build on your existing stack
Marshal builds on your CRM, inbox, calendar, enrichment tools, forms, chat, spreadsheets, docs, and internal communication channels.
Put judgment behind gates
We define what the agent can do automatically, what requires approval, what routes to a human, what gets blocked, and what gets logged for review.
Run the pilot over real cycles
The system runs against the agreed workflow for 60 days. If it works, you subscribe. If it does not, you do not pay for the build.
/ Governance
Governance is the product.
Autonomy without control is just a faster way to embarrass yourself. The point is not to remove humans from sales. The point is to stop wasting human time on work a system can handle safely.
Approval gates
Outbound and sensitive replies can wait for a human before the agent speaks for your brand.
Exception queues
Anything ambiguous, risky, or high-value routes to a human with the context needed to act.
Human review
Human judgment stays where stakes are real: offers, objections, claims, pricing, and sensitive accounts.
Routing rules
High-intent buyers, key accounts, and edge cases move to the right person instead of floating in the inbox.
Audit trails
The system records what happened, why it happened, and who approved the action.
Guardrails and performance reviews
Tone, claims, offers, and workflow performance are reviewed so the system improves instead of drifting.
/ Built on your stack
No rip-and-replace. No forgotten tab.
Marshal builds on the systems your team already uses: CRM, inbox, calendar, enrichment tools, forms, chat, spreadsheets, docs, and internal communication channels. The agent becomes the orchestration layer across the stack, not another tab your team forgets to open.
/ Where to start
Pick one measurable first workflow.
Inbound lead response
Respond faster to high-intent leads and route qualified buyers to a human while the moment is still warm.
Outbound account research
Research and draft personalized outreach to a defined account segment without turning reps into research clerks.
Re-engagement and event follow-up
Keep qualified leads, demo attendees, and event conversations from dying in the inbox after the initial signal.
/ Capabilities
What the agent can do
Research the account
Find relevant context from approved sources and summarize why the account is worth pursuing.
Draft personalized outreach
Write first-touch and follow-up messages that match your positioning, your offer, and the buyer's actual context.
Qualify replies
Classify replies by intent, urgency, fit, and next step.
Route opportunities
Send qualified conversations to the right human with the context needed to act.
Book meetings
When the workflow allows it, move qualified buyers from interest to calendar without making them wait.
Update the CRM
Log activity, update fields, keep next steps visible, and reduce the admin drag that kills pipeline hygiene.
Surface exceptions
Put unclear, risky, or high-value situations into a review queue instead of letting the agent guess.
/ What this is not
This is a managed sales system, not an AI employee you quietly learn to manage.
Not a chatbot.
Not a Zapier tangle with nicer branding.
Not an SDR replacement fantasy with a quota.
It is engineered, deployed, monitored, and governed by Marshal./ Fit filter
Built for founder-led sales teams
This is for businesses with a real GTM motion and a team that is already feeling the drag.
Good fit
- Founder-led or operator-led companies
- $1M to $50M revenue
- A defined offer and buyer
- Existing CRM, inbox, and sales process
- Reps or operators spending too much time on research, follow-up, and admin
- Leadership that wants measured production systems, not AI theater
Bad fit
- Pre-revenue companies still guessing at the buyer
- Teams with no owner for sales process decisions
- Buyers looking for magic prompts
- Companies that want to blast generic email at the internet
- Enterprises that need six months of procurement before anyone can touch a workflow
/ Pilot model
Pay after it works. Not before.
You should not pay an AI vendor for the privilege of finding out whether the thing works. Marshal builds, tests, and deploys the first workflow on our nickel. We define the target outcome together, run a 60-day pilot against real work, then convert to a managed subscription only if the system proves itself.
DEFINE THE OUTCOME
Agree the target metric before any build starts.
BUILD & DEPLOY
On your stack. No upfront fee. Days, not quarters.
60-DAY PILOT
Measured over real cycles, not a demo.
SUBSCRIBE
Only if it works. Month to month. No seat creep.
No upfront build fee.No credit meter surprise.No seat creep.No demo-only handoff.
/ Success
What success can look like
- Faster response to high-intent inbound leads
- More qualified meetings from a defined account segment
- More complete follow-up coverage after events or demos
- Cleaner CRM next steps without rep admin drag
- Shorter time from buyer signal to human conversation
- Fewer good leads dying in the inbox
/ Why Marshal
Managed, built on your stack, and governed from day one.
Managed, not handed off
We do not just build the agent and leave you with a second job. Marshal runs the system in production and keeps it working.
Built on your existing stack
Your CRM, inbox, calendar, and sales tools stay in place. Marshal adds the orchestration layer.
Human-in-the-loop by design
Approval gates, exception queues, and human review are part of the architecture.
Systems engineering, not vibe deployments
The system has requirements, data sources, routing rules, evals, monitoring, and operating discipline.
Outcome-based pilot
You subscribe after the system proves itself over real cycles.
The questions buyers actually ask
Will this replace my sales team?
No. It removes repeatable work from the team so humans can spend more time on judgment, relationships, negotiation, and closing.
Can the agent send outbound messages automatically?
Only if that is inside the approved pilot scope and guardrails. Most teams start with approval required, then expand autonomy after performance is verified.
What tools can it work with?
Marshal builds on the tools you already use. Typical systems include CRM, inbox, calendar, forms, enrichment sources, spreadsheets, documents, and team communication channels.
How fast can this go live?
An initial workflow can usually move in days once access, scope, and approval rules are clear. The pilot runs for 60 days so performance can be verified across real cycles.
What happens when the agent is unsure?
It routes the case to an exception queue or a human reviewer. Guessing is not a strategy.
Do we need perfect CRM data first?
No, but we do need to know what data can be trusted. Part of the build is identifying usable sources, fixing the critical gaps, and preventing bad data from becoming bad outreach.
Is this inbound or outbound?
It can support either. The first pilot should focus on one narrow workflow: inbound response, outbound account research, event follow-up, reactivation, or another measurable sales motion.
How do we pay?
You do not pay upfront for the build. Marshal defines the outcome with you, builds and deploys the first workflow, runs a 60-day pilot, and converts to a managed-service subscription after verified success.
>>> START THE PILOT
Put a sales agent where the busywork is bleeding.
If your team is losing good leads to slow follow-up, shallow research, dead CRM tasks, or inconsistent outbound, Marshal can build the first workflow and prove it before you subscribe.