AI Workflow Automation

Move repetitive document and content work through a controlled process.

Discuss a project

The scope

Some work is too variable for a fixed rule but still follows a repeatable sequence. I can use AI to help classify incoming messages, extract fields from documents, prepare drafts or translate content, then return the result to the system your team already uses. I define where a person checks the output and where a simple rule should remain in charge.

StemChain is a public example of ChatGPT-supported translation inside a clinic-directory data workflow. The workflow needs more than a prompt. I account for missing data, duplicate events, failed calls and a clear record of what happened to each item.

When this helps
  • Staff repeatedly copy information from unstructured documents or messages
  • Content passes through the same preparation and approval steps each time
  • A manual handoff between systems causes delays or lost context

From process to production.

A useful AI system starts with a defined task, earns access to the right context, and proves itself on real work.

Discuss your workflow
  1. Define the job

    Map the trigger, inputs, decisions and exceptions. Agree on what the system may do and when a person takes over.

    Working resultA focused, testable scope
  2. Connect the context

    Connect approved data and tools. Set access rules, handoffs and fallback paths around the workflow.

    Working resultAn integrated working flow
  3. Evaluate in use

    Test representative tasks, review errors, time and running costs, then improve the flow before and after launch.

    Working resultA system you can inspect and refine

What I can deliver

  1. A mapped workflow with inputs, decisions, approvals and system owners

  2. A scoped AI step for extraction, classification, drafting or translation

  3. Connections to the agreed inbox, CRM, CMS or operational tool

  4. Review queues, error handling and logs that let staff correct or rerun work

How I work

Trace the handoff

I follow a real item from arrival to completion and identify the decisions that must remain visible.

Automate one step

I build a narrow flow with sample inputs, validation and a human approval point where needed.

Connect and observe

I integrate the flow, test failures and give your team a way to inspect and correct each run.

Starting point
From $690per project

A test of one document or message workflow with supplied samples

This price covers the starting scope described above. I confirm a quote after reviewing your brief and existing systems. Third-party fees are separate.

Send a brief on WhatsApp
90-day cover for delivered development

For development work I deliver, I correct defects in the agreed scope reported within 90 days of launch. New features, changes by others and third-party outages are separate work.

Need ongoing support?See maintenance and support

Technology

  • Document processing
  • Model APIs
  • Webhooks
  • CRM and CMS APIs
  • Review queues
  • Run logs

Frequently asked questions

When is ordinary automation enough?

If the inputs and decisions are predictable, I prefer fixed rules. I add a model only for the part that needs to interpret variable language or content.

Will the system send or publish AI output automatically?

Only if that is appropriate for the agreed task. For customer-facing or sensitive output, I normally design a review step and a clear fallback.

Can it work with our current software?

Often, if the software provides usable APIs, webhooks or exports. I check those connection points before committing to an implementation.

Talk to me.

Tell me where your product stands. I'll give you a direct view of the options and what I can take on.