BBWP by MacoLabs
Custom AI and internal systems

When the real bottleneck lives behind the website.

BBWP designs focused internal applications and AI-assisted workflows for operating processes that spreadsheets, inboxes and disconnected tools no longer handle well.

The current reality

The work is getting done. The system around it is not helping.

01

Information is copied between tools

Forms, email, spreadsheets and admin screens each hold part of the truth, creating delay and avoidable mistakes.

02

The same judgement is repeated manually

Experienced people keep classifying, summarising and routing similar cases without a reusable decision path.

03

Off-the-shelf software almost fits

The team adapts its process to a generic product, then adds workarounds wherever the important details do not fit.

04

Nobody can see the full workflow

Ownership, status and failure points remain in individual inboxes, making handoffs difficult to manage.

After the change

One explicit workflow, built around the way the business operates.

A shared operational picture

Relevant records, status and next actions live in one focused interface instead of several partial systems.

Automation with human authority

AI can prepare, classify or recommend while sensitive or irreversible decisions stay with named people.

A system the next developer can understand

Permissions, integrations, failure paths and operating instructions are documented instead of living only in code or memory.

A concrete scope

What custom development can cover

The deliverable depends on the operating process. The common denominator is a narrow system with clear ownership—not a vague promise to automate everything.

  • Workflow and decision mapping
  • Roles, permissions and approval points
  • Focused internal administration
  • Structured records and search
  • AI-assisted classification or summarisation
  • Email, CRM or external API integrations
  • Human review queues
  • Audit trail and failure states
  • Usage and cost monitoring
  • Deployment and operator documentation

Map the decision before choosing the technology.

01

Observe the current workflow

We document inputs, decisions, handoffs, exceptions and the parts that currently depend on memory.

02

Choose the smallest valuable system

The first scope targets the bottleneck with the clearest operational payoff instead of rebuilding the entire company.

03

Prototype the risky path

Permissions, data quality, model behaviour and integration constraints are tested before the full implementation.

04

Deploy with ownership

Named operators, diagnostics, documentation and a change path are part of handover.

A strong fit

  • Repeated internal processes with clear inputs
  • Lead, enquiry or document triage
  • Knowledge-heavy work that still needs human judgement
  • Teams joining data from several tools
  • Businesses ready to name a process owner

Not ready yet

  • An undefined request to add AI everywhere
  • No reliable source data or process owner
  • A project expecting autonomous high-stakes decisions
  • A commodity feature already solved by existing software
  • Automation whose value cannot be observed
Custom scope

Scoped after process discovery.

Custom systems do not receive a fictional one-size-fits-all price. After the workflow, integrations and risk boundaries are mapped, you receive a written proposal with milestones, exclusions and payment schedule.

Start process discovery

Built for production responsibility

Permissions before convenience

Every administrative action and integration starts with an explicit access model.

Failures have a visible path

Retries, human review and diagnostics are designed before an automation is trusted.

You are not locked inside a black box

The important data flows, integrations and operator steps are documented at handover.

Questions about custom systems

What can you build?+

Focused admin tools, lead and document workflows, internal search, approval queues, system integrations and AI-assisted steps around a concrete operating process.

Why is there no fixed public price?+

Two workflows with similar screens can differ radically in data quality, permissions, integrations and risk. A fixed price before discovery would be misleading.

Do we need to replace our existing tools?+

Usually not all of them. The better system may connect the tools that still work and replace only the part causing the bottleneck.

Who owns the final system?+

Project-specific deliverables transfer after full payment to the extent defined in the proposal. Reusable and third-party components keep their own license terms.

Can AI make decisions automatically?+

It can assist or automate agreed low-risk steps. Sensitive, financial or irreversible decisions require explicit rules and usually human approval.

What happens after launch?+

The proposal defines the defect period, monitoring, operator handover and any ongoing improvement arrangement separately.

Start with what is holding you back today.