AI & Workflow Automation
AI and workflow automation for Singapore operations teams
This engagement automates one defined operational workflow and builds the controls that make it safe to keep running: permission boundaries, acceptance tests, an audit trail and a human review step wherever an action has consequences. It is a bounded pilot with a written evaluation approach, not an open-ended AI programme.
What you have at the end
- One operational workflow automated end to end, inside defined boundaries
- Integrations limited to the systems named in the written scope
- An evaluation approach and acceptance tests you can re-run
- Monitoring and an audit trail over what the system did
- A named human review step on every consequential action
What is included
- Defined system integrations
- Operational controls and permission boundaries
- Evaluation approach and acceptance tests
- Auditability and monitoring design
- Human-review steps for consequential actions
Typically used for
- Document intake, extraction and routing that people currently do by hand
- An operations copilot restricted to data sources you have approved
- Classification, drafting or triage where a person still signs off
How delivery runs
Scope and duration depend on how sensitive the data is, who controls access to the systems being connected, how much evaluation the workflow needs and where human approval has to sit. Those four questions are settled in writing before the pilot starts.
See the full six-stage delivery systemScope boundaries
Stated up front so a proposal holds no surprises. Anything below can still be delivered — as separately scoped and priced work.
- Fully autonomous high-risk decisions or actions
- Claims of guaranteed model accuracy
- Regulatory certification or legal compliance opinions
- Unbounded integrations, custom foundation-model training or third-party usage fees
How the price is set
Model and platform usage fees are billed by those providers and are not included in the engagement price. Expected services and known cost drivers are identified during scoping.
Pilot scope depends on data sensitivity, integration access, evaluation requirements and the level of human oversight required.
How the final price is confirmed
Prices shown are typical starting points or ranges. Your final quote depends on the agreed scope, delivery risk, data needs and integrations. We confirm the final price, payment schedule, inclusions and exclusions in writing before work starts.
Other services
- Launch PageFor a tightly scoped validation or campaign page.
- Business App / MVPFor startup and SME customer platforms.
- Planning & ScopingFor unclear or technically complex briefs.
- Ongoing Support & MaintenanceFor post-launch monitoring, maintenance, reporting and small releases.
Next step
Have a ai & automation project in mind?
Send the problem, the outcome you need and roughly when. You will get a clear next step within 48 hours.