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From a recurring task to a working workflow.

Start with one recurring decision, agree the output and the reviewer, and test the workflow with the people who will use it.

Five steps, one workflow at a time.

An AI model is one part of the design. Calculations, data checks and ordinary automation may handle the rest.

  1. Agree the first workflow

    Bring a recent example of the task. We agree the owner, the source systems, the review step and the decision the output supports.

  2. Prepare the source records

    We inspect representative records before choosing a connection. A pilot can start from a spreadsheet export.

  3. Build an output people can check

    Supplied facts, calculations and suggested next steps are kept apart, with sources shown.

  4. Put review before action

    The named reviewer sees the evidence and approves, rejects or asks for a correction.

  5. Test and measure

    Outputs are compared with work the team can judge, including incomplete and stale records.

Review comes before action.

A draft-only pilot can end at review. Sending or updating a system is a separate capability, with its own permission checks.

  1. Prepare

    Gather only the agreed inputs and produce the draft or proposed change.

  2. Review

    Show the evidence, missing information and proposed action to the named reviewer.

  3. Decide

    The reviewer approves, rejects or requests a correction.

  4. Act where agreed

    Sending or system updates only when in scope and tested.

Price the workflow. Know what is included.

A defined piece of work, agreed before implementation. There is no subscription or checkout; we prepare a written proposal for the work that makes sense.

  1. Scope the work

    Agree the workflow, available data, owner, expected output and acceptance checks.

  2. Build the pilot

    A written proposal sets out deliverables, responsibilities, review points and fee.

  3. Support & extend

    Maintenance and future changes are agreed separately, after reviewing the pilot evidence.

What affects the quote

  • Data readinessThe quality, access and preparation the input records need.
  • Workflow complexityThe steps, systems and exceptions the workflow must handle.
  • Review requirementsThe acceptance checks, approval points and testing before use.
  • Running volumeHow often it runs, and the model, hosting or vendor usage it needs.

Security belongs in the scope.

We agree the data needed, who may access it, where it is processed and which actions need review, before connecting business systems.

  • Where data is processed

    Hosting, storage, model providers, indexes and logs are agreed for each project.

  • Only the data needed

    The smallest set of records for the task. Unnecessary data stays out.

  • Access you grant

    Scoped credentials, and client or department boundaries enforced in the application.

  • Tested approval controls

    Consequential actions need a named approver, checked by the application, not a prompt.

Questions before your first workflow.

Do we need to replace our ERP, CRM or POS?
No. We start with your current systems, their features, exports and interfaces. A workflow works alongside them.
Does a workflow have to send or update anything?
No. A pilot can prepare a report, answer or draft for a person to review. Sending and changing records are separate capabilities with their own checks.
Can we start with one task?
Yes. A bounded task makes it easier to agree a useful output and compare it with how the work is done today.
How long will it take?
It depends on source access, data preparation, integrations and controls. We agree the sequence after seeing a representative example.
Is our data used for model training?
That depends on the selected provider's terms and account settings. We confirm retention and training settings for the actual service before use.
Can we include WhatsApp or spreadsheets?
Spreadsheets can be used as structured inputs. Messages need an authorised way to provide them; automatic access to group chats is not assumed.
Are the demos real customer results?
No. The demos use illustrative or synthetic data to show the interface and workflow. Client work is described separately.
What should we send first?
The recurring task, its current steps and the output you want. A redacted example and the name of the reviewer help us scope it.

Which workflow is taking more time than it should?

Three short questions. A person on our Lahore team reads every answer before replying.

Your answers go straight to our team. All fields are required.

First and last name. Letters, spaces, hyphens and apostrophes.

A sentence or two, at least 20 characters.

A sentence or two, at least 20 characters.

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