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Automate · AI Workflow Automation Sprint

Show me the repetitive workflow.

In two weeks, let’s see how much of it can disappear.

AI where it helps. Deterministic automation where it is safer. A person stays responsible for consequential decisions.

Show me the workflow

Fit

For work that repeats across people and systems.

A founder, COO, or operations lead brings a real workflow—not a request to add AI for its own sake.
  • The same information is re-keyed between e-mail, spreadsheets, SaaS tools, or internal systems.
  • A process has clear rules but still waits on manual copying, checking, or notifications.
  • Exceptions, approvals, or failure cases make a full hands-off automation unsafe.
  • The team needs a working slice and a baseline before deciding whether to expand it.

Method

Observe before automating.

The sprint begins with the current process, its exceptions, and a simple baseline. The automation boundary follows the work—not the model.
  1. 1. Map

    Write down the steps, hand-offs, tools, decision points, exceptions, and where errors or waiting happen.

  2. 2. Choose the boundary

    Separate deterministic rules from work where a human must review, approve, or decide.

  3. 3. Build a working slice

    Connect the needed APIs and data, add retries and visible failure handling, and test the important paths.

  4. 4. Measure and hand over

    Compare against the agreed baseline, document limits and ownership, and leave expansion as a decision rather than an assumption.

No time, cost, or error reduction is promised before a baseline exists. The two-week minimum sprint has a fixed scope agreed before work starts.


Proof

Automation in a product, not a demo deck.

Mervare shows bounded agents, API surfaces, scheduled data pipelines, and a human approval boundary in a live product. Each capability’s state is labelled in the case study.
Mervare's public harbour map

MoiToi’s own booking flow also checks live calendar availability, prevents a double booking, and sends confirmation and change messages. This is evidence of a shipped workflow, not a claim about savings for another business.

See the product decisions and delivery evidence

A shipped workflow on this site

The booking flow checks live calendar availability, re-checks the slot at submission, creates one event, and sends confirmations and a signed change link. The booking remains the system of record; e-mail confirms what happened.

Inspect the booking flow