Stage 02 · Architecture

Before automating, we design the process and its controls.

Automating a broken process only breaks it faster. First we map how the process runs today, strip out the steps that shouldn't exist and define with your IT, risk and audit teams which permissions the agent has, which controls it applies, what it logs and where a person approves. The result is a build-ready technical blueprint, wired into your ERP, CRM, spreadsheets and email.

before email ERP after email AI agent review ERP Redesigned flow
What we do

We design the flow and its controls before writing a line of code.

Process redesign is the phase most teams skip, and it's why half of all automations fail. We turn it into a concrete deliverable: the current-process diagram, the future process, the integration map and the agent's control model, with its permissions per system, its rules, its logs and its human approval thresholds. That's what makes automation reliable and auditable.

01

Current-state process mapping

We map the real flow, not the one in the manual: every step, every handoff, every shared spreadsheet, every approval email. We measure timing, volume and error rate per stage to build a hard baseline: facts, not opinions.

02

Future-state process design

We redesign the flow by removing redundant steps, reordering approvals and collapsing tasks that today live across five different tools. The goal: fewer manual steps, less rework and one clear path end to end.

03

Integrations and permissions

We spec every connection to your ERP, CRM, spreadsheets, mailboxes and billing platforms: what data moves, in which direction, how often, and what happens when an API fails. And we define with your IT team the agent's exact permission in each system: read, post or no access.

04

Controls, audit trail and human approval

Nothing gets automated blindly. We define the rules the agent applies, what it logs for every action and the thresholds at which a person reviews, approves or corrects: high amounts, exceptions, low-confidence cases. For each point: who decides, with what information and within what time window.

How we do it

Four steps, from discovery to a build-ready blueprint.

  1. 01

    Discovery and mapping

    We interview the process owners and the people who run the process every day. We watch the flow live and document each step, with its timing, volume and current controls. We come out with the current-state map and the bottlenecks pinpointed.

  2. 02

    Flow redesign

    On top of that map we propose the future process: which steps disappear, which get automated, which stay in human hands. We validate it with your team in a working session until the flow closes end to end.

  3. 03

    Integrations and control model

    We define which systems connect, with what APIs or connectors, what data syncs and how errors are handled. With your IT, risk and audit teams we agree on the agent's permissions in each system, what it logs and the thresholds at which a person approves.

  4. 04

    Technical blueprint

    We deliver the build-ready document: final diagram, spec for every integration, permissions matrix, rules and approval thresholds, success metrics and a phased implementation plan. It's the plan we then execute, or your team can execute it.

Results

A well-designed process shows up in the numbers.

  • Up to 60% fewer manual steps after the flow redesign
  • Fewer errors by eliminating data re-entry between systems
  • Agent permissions defined system by system, with IT
  • Human approval at the thresholds you set, with every decision logged
  • Build-ready blueprint that lowers implementation risk and cost
  • A measured baseline: you know exactly what improved and by how much
End-to-end visibility

Every step of the process, measured and monitored.

The redesign doesn't end in a PDF. We define the process metrics and surface them on a dashboard: volume per stage, timing, error rate, exceptions and where a person steps in. The flow gets managed with data, not with a vague feeling that "something is slow."

Process · accounts payablelast 7 days
Process · accounts payable · Illustration with example data
stagestagevolumevol.timetimeerrorserr.personperson
email intake1,2402 s0.1%none
data extraction1,2406 s0.8%none
ERP validation1,2311 s0.4%none
high-amount approval863 hnonereview
ERP posting1,2291 s0%none
5 stages · 1 with human reviewIllustration with example data
FAQ

What teams usually ask us.

Book an audit
Why redesign the process before automating?

Because automating a flow full of unnecessary steps just amplifies the mess. If we first remove redundant handoffs and reorder approvals, the resulting automation is simpler, cheaper to build and more reliable. It's the difference between paving a shortcut and paving a maze.

Do I have to change my ERP, CRM or the tools I already use?

No. We work on top of your current stack. The integration architecture is built to connect what you already have, including ERP, CRM, spreadsheets, mailboxes and billing, instead of forcing a migration. If a tool turns out to be a genuine blocker, we'll say so honestly, but the rule is integrate, not replace.

What concrete deliverable do I get at the end?

A build-ready technical blueprint: the current and future process diagrams, the spec for each integration (what data moves, direction, frequency, error handling), the agent's permissions matrix, the rules and human approval thresholds, success metrics and a phased implementation plan. It's a document your team or ours can execute with no ambiguity.

Who defines the permissions and approval thresholds?

Your company does. We propose them on top of the redesigned process and agree on them with your business, IT, risk and internal audit teams: what the agent can read or post in each system, what it resolves on its own and what needs a person's sign-off. They're documented in the blueprint, and any later change is tested before it reaches production.

How long does the architecture phase take?

For a contained process we usually close discovery, redesign and blueprint in two to four weeks, depending on how many systems are involved and your team's availability for the validation sessions. More complex or cross-department processes get planned in stages so operations never stall.

Let's start by understanding your real process.

In an audit of under 30 minutes we map the flow that costs your operation the most today and tell you frankly what can be redesigned and automated, and under which controls. No commitment: you leave with a clear first read on where to start.