Custom AI systems

One company-specific system that carries the whole workflow.

Outproduce maps the process, connects the tools, builds the operating surface, tests it on real work, and launches it with a named owner.

One direct Fit Review. No sales handoff.

Custom AI systemsControlled production path
  1. 01
    Reads

    Approved records, events, documents, rules, and current system state.

  2. 02
    Prepares

    A next action, decision surface, or complete record with its basis attached.

  3. 03
    Does

    Only the narrow actions granted in the written scope and authority rules.

  4. 04
    Escalates

    Missing data, source conflicts, low confidence, failed writes, and consequential decisions.

Accepted finish

Every in-scope item ends completed, waiting for a named approval, or raised as a visible exception.

Starting unit
One accepted workflow
Existing stack
Keep the tools that work
Human control
Consequential work waits
After launch
Operate or hand over

What this build changes.

The company already has software for the individual tasks. The missing piece is the operating path between the trigger, the records, the next action, the approval, the exception, and the confirmed finish.

The system follows the operating job.

Concrete paths, not a bag of features.

Each example begins with a trigger, crosses named records, assigns approval, and ends in a state people can verify.

Common workflow

Document intake to approved record

Trigger
A document arrives by email or upload.
Crosses
Inbox, storage, project records, and finance or CRM.
System role
Reads the file, extracts the required fields, checks the related record, and prepares the update.
Human gate
Low-confidence fields and consequential changes wait for the named owner.
Finished when
The record is updated and confirmed, or the item appears in an exception queue.
Common workflow

Multi-system reconciliation

Trigger
A scheduled close or a new transaction starts the check.
Crosses
Finance records, payment data, CRM, and an operating dashboard.
System role
Matches records, identifies conflicts, and prepares the close state.
Human gate
Unmatched or high-impact items wait for finance or operations.
Finished when
Every scoped record is matched, waiting for approval, or visibly unresolved.
Owned system

Account decision to confirmed action

Trigger
A scoped account event requires review.
Crosses
Account data, campaign records, creative work, and an action queue.
System role
Assembles the evidence and prepares a controlled action.
Human gate
The operator approves consequential changes.
Finished when
The action is written where permitted and read back into the operating record.

Useful because the limits are explicit.

Reads
Approved records, events, documents, rules, and current system state.
Prepares
A next action, decision surface, or complete record with its basis attached.
Does
Only the narrow actions granted in the written scope and authority rules.
Escalates
Missing data, source conflicts, low confidence, failed writes, and consequential decisions.

Connected to the stack. Governed at the action.

The agreement names who owns credentials, code, data, hosting, documentation, support, and model or platform billing. Deployment can use client infrastructure or a managed environment, depending on the written scope.

Common surfaces

  • CRM and sales systems
  • Email and communication
  • Project and delivery tools
  • Documents and storage
  • Finance and payments
  • Data and product infrastructure

Control rules

  • Human approval for consequential action by default
  • Authority granted per action class and channel
  • Visible exception state instead of a silent guess
  • A real scoped write and readback before a connection is live
  • Acceptance test agreed before the Production Install

Commercial path

Fit first. Definition before production.

The free Fit Review decides whether the workflow is ready to map. It does not promise a design, price, or launch date.

  1. 01

    Fit Review

    We review the workflow, owner, records, tools, and obvious blockers.

  2. 02

    Operating Map

    A paid engagement defines the boundary, acceptance test, exclusions, authority, timeline, and fixed Production Install price.

  3. 03

    Production Install

    We build against real records, verify each connection, test exceptions, and launch the accepted workflow.

  4. 04

    Operate or hand over

    Managed operation or documented handover follows the responsibility written into the agreement.

Relevant proof

Outproduce-owned live product

AutoAdy

An authenticated operating product that brings account evidence, creative work, review, and resulting actions into one controlled surface.

The first useful answer is a system shape, not a speculative quote.

  • Workflow coverage
  • Number of connected records and systems
  • Data readiness
  • Approval and authority rules
  • Exception complexity
  • Deployment environment
  • Acceptance test
  • Managed operation or handover
Use the system scope tool

Before a Fit Review.

Is this an AI agent, automation, or custom software?

The workflow decides the shape. A system may combine deterministic automation, narrow agent behavior, and a custom product surface. Outproduce defines the result first, then selects the mechanism.

Do we replace our current tools?

Usually no. The install starts from the tools already carrying the work. A replacement is discussed only when the current tool cannot support the accepted workflow.

When do we receive a fixed price?

The paid Operating Map produces the system boundary, acceptance test, exclusions, timeline, and fixed Production Install price. The initial Fit Review does not produce a free technical specification.

Start here

Show us the workflow.

Tell us what starts it, who owns the result, which tools carry it, and where it stalls. We will tell you whether it is ready to map.

Show us the workflow
Strong fit

The workflow repeats

One person owns the result

The records exist

Several tools carry the work