How we work

We start with a fixed-price pilot of 6 to 10 weeks on a single workflow.

We judge the pilot against a figure you already report, such as cycle time or exception rate. The time your staff spend checking and correcting the agent counts against the result, which stops an agent that merely moves work around from looking like a success.

Which workflows fit

What makes a workflow a good candidate, when we advise against a pilot, and the systems it can connect to.

We look for a workflow that takes your staff at least 5 hours a week. Below that, checking the agent's output can eat up everything it saves, and we'd rather tell you before you pay for a pilot than after. Most pilots connect two or three of your systems, often the ERP alongside Checkmk or your SIEM.

A workflow is a good candidate when

  • The figure it should move is already in your reporting
  • You can pull 20 to 50 past cases from it, including the difficult ones
  • Its process owner can give two mapping sessions of 90 minutes

We advise against a pilot when

  • A system involved cannot give the agent an identity of its own
  • A person must make the decision by law and there is no preparation work to take over

Systems a pilot can connect to

  • ERP
  • CRM
  • TMS
  • Checkmk
  • SIEM
  • PIMS
  • Grafana
  • Document stores
  • Internal APIs
  • Databases

Engagement sequence

Pilot, 6 to 10 weeks

Stages

Each stage in order with its typical duration, and the point where invoicing starts.

The pilot runs through the first five stages, and we start invoicing when you accept our offer at the end of week two. The durations are what we typically see with two or three connected systems. With more systems, expect the upper end of each range.

Understand
1 week
Define
1 week
Build
2 to 5 weeks
Approve and deploy
Up to 1 week
Review
2 weeks
Expand
After the review

Your records

What we sign before the discovery call, how long confidentiality lasts, and who can access your records.

We sign an NDA before the discovery call. Where personal data is involved, we sign a data processing agreement at the same time.

Records you mark as confidential stay confidential for three years after you disclose them (GTC section 14).

Only the two engineers on your pilot can access your records.

Understand

Understand1 week

We map the workflow with you and pull three months of your figure.

Those three months become the baseline we measure the pilot against. Your 20 to 50 past cases become the evaluation set, and we run every change against it, which is how we catch a fix that quietly breaks a case that used to work.

You receive

A workflow map and the baseline figure

Your team

  • Two mapping sessions of 90 minutes with the process owner
  • 20 to 50 past cases, including the difficult ones
  • An hour with a specialist for each system involved

Marbell

  • Maps how staff and the agent will authenticate to each system
  • Lists the decisions that must keep a human approval step
  • Turns the past cases into an evaluation set

Common questions

Who works on the pilot?

A lead engineer and an integration engineer. The lead engineer writes your first reply and stays your contact until the review, so you never have to explain the workflow to someone new.

We work remotely, come on site for the mapping sessions, and speak German and English.

Define

Define1 week

Your security team reviews the data path before you commit.

Your security team gets the architecture diagram and a written data-flow description first. Then we send the written offer. It sets the target figure, the fixed price, a stop date and the agent's access level in each system. Because the target comes from your own reporting, nobody has to argue at the review about what success meant.

You receive

A written offer with the fixed price and the stop date, binding for 30 days.

Your team

  • About 4 hours from a security reviewer on the data path
  • An hour with the approver to go through the offer

Marbell

  • Runs your sample records through candidate models and compares their cost per task
  • Lists the systems the agent can reach, with the access level for each

When you accept the offer in writing, we invoice the first half of the fixed price.

Invoicing

Half when you accept the offer and half after the first review, each due within 10 days

Commitment

When you accept the offer in writing, we invoice the first half of the fixed price.

Price

Fixed. It covers the build and the evaluation report. A revision round is included if the result misses the agreed test.

Common questions

What does Gate cost if we use it?

We quote Gate inside the project offer, and after the pilot it carries a yearly licence and support fee per deployment. Whether you need it at all depends on where the agent runs and which of your systems it has to reach. The Gate page explains how that works.

Can the scope change after we accept the offer?

Yes. Tell us what you need, and within 2 business days we send a written change note with the new price and stop date for you to accept.

Can you name us as a customer?

Our GTC let us say that you are a customer, but a signed offer takes precedence over the GTC. If you'd rather stay unnamed, we write that into the offer.

Build

Build2 to 5 weeks

Your staff check the agent's output as they work.

Three or four of your staff do this during the build as part of their normal work. We time their corrections from the first week of testing and send you a weekly note that puts that time next to the figure. You'll see early on whether the agent is saving work or just moving it somewhere else.

You receive

An evaluation log for each week of the build

Your team

  • About 22 to 42 hours from the reviewing staff in total
  • A 30-minute check-in each week with the process owner

Marbell

  • Keeps the agent on copies of your records until Approve and deploy
  • Runs the evaluation set of past cases after every change

Expect about 40 to 65 hours from your team across the whole pilot, assuming two or three connected systems. Most of it falls on the reviewing staff during the build, and we only need your system administrators in the Approve and deploy week.

Staff time your team supplies during a pilot, by role

Your team's time

About 40 to 65 hours in total, most of it during the build

RoleWhenTime

Process owner From Understand to Review About 5.5 to 7 hours

System specialists Understand 1 hour for each system

Security reviewer Define About 4 hours

Approver Define and Review About 2.5 hours

Reviewing staff (3 or 4) Build About 22 to 42 hours, shared between them

System administrators Approve and deploy 2 hours for each system

Approve and deploy

Approve and deployUp to 1 week

Your administrators give the agent its own identity in each connected system.

Because the agent never uses a staff login, you can see exactly what it can reach and revoke it. The administrators we train that week can pause the agent without touching anyone else's account.

You receive

A handover pack with these contents:

  • Runbook
  • Access register
  • Architecture diagram
  • Evaluation set
  • Configuration
  • Prompts

Your team

  • About 2 hours from an administrator for each system
  • An administrator who can pause the agent and fall back to the manual process

Marbell

  • Switches the agent from copies to your live records
  • Runs the evaluation set on the live setup
  • Trains your system administrators to pause the agent, within their 2 hours for each system

Common questions

Who owns the integration?

Under GTC section 8, we keep the intellectual property in the software we build, and you receive a licence to use what was delivered.

The pilot works on copies of your records until Approve and deploy, and the evaluation report and the workflow map are yours to keep either way.

Review

Review2 weeks

The agent works on live cases for two weeks.

At the end of those two weeks we review the result with you. For 30 days after release, the engineers who built the agent handle its incidents. Whoever picks up a problem already knows which cases gave the agent trouble during the build.

You receive

An evaluation report, signed off by your approver at the review

Your team

  • A 90-minute review meeting with the approver and the process owner

Marbell

  • Gives a first response to a critical incident within 4 business hours
  • Lists the cases the agent passed to a person, with the reason for each
  • Reports the checking time and the monthly running cost

Measurement

How checking time is counted against the time saved, and which figures a pilot can be judged on.

We take the correction time from the build and the two live weeks, subtract it from the time the agent saved, and compare what's left with the baseline from Understand. If the agent saves an hour but needs forty minutes of checking, the report says twenty minutes, because that's what your team really gets back.

Figures a pilot can be judged on

  • Cycle time
  • Exception rate
  • First-pass yield
  • Hours returned to the team
Accuracy
Measured on your actual tasks, using the evaluation set of past cases.
Running cost
The evaluation report gives the monthly cost of model usage and hosting after the pilot.

After the pilot

After the pilot

After the pilot

If the pilot misses its target, the revision round is already in the price. The revised agent runs for two more weeks on live work before a second review. If that review misses the target too, you can end the pilot there, and the Stop terms apply.

Target met

Your team can take the agent over with the handover pack, or we can run it for you under a monthly support agreement with a 30-day notice period.

If the agent runs on Marbell Cloud, the pilot server moves to production without a rebuild or a new contract, and hosting is invoiced monthly.

Target missed

The revision runs on the same evaluation set as the first review, so the second review compares like with like and the revised agent can't pass on easier cases.

Stop

We return your sample records and delete our copies within 30 days.

You keep the evaluation report and the workflow map.

Your team removes the agent's identities, and we shut down anything running on Marbell Cloud.

Outcomes of the pilot review and what each means for you

Monthly support agreement

Response times, support hours, how updates are tested, and the notice period.

Critical incident
First response within 4 business hours
Other requests
Response within 1 business day
Support hours
Monday to Friday, 08:00 to 18:00 Swiss time, in German and English
Model and prompt updates
Tested against the evaluation set before release
Notice period
30 days

Expand

After the review

Each further system needs about 3 hours of your team's time.

Systems the pilot already connected need nothing more from your administrators, and another team can reuse the connections to the systems both teams share. That's why a second workflow usually starts faster than the first.

marbell.com/start

An engineer replies within 24 business hours.

The reply comes from the lead engineer who would run your pilot, with a proposed time for a first call and any questions about your systems that we need answered before it.