AI Automation in the UK
AI automation for UK businesses through Vasilkoff Ltd: controlled integrations, human approvals and pilot acceptance criteria for repeatable workflows.
See our work:

A promising AI demo is only one part of a usable business process. UK teams also need to know who approves its actions, how failures are handled and who owns the connection to existing systems. Vasilkoff Ltd, our UK company, delivers AI automation with those responsibilities built into the scope.
Define the boundary before connecting systems
Bring a recurring process where work stalls between people or tools: qualifying an enquiry, preparing a document summary, routing a support request or recording a follow-up. We examine where deterministic rules are sufficient and where language interpretation adds value.
The deliverables can include:
- A workflow map showing triggers, system actions and accountable business owners.
- API integrations with agreed source and destination systems.
- Draft generation or information extraction using approved source material.
- Approval steps, action logs and a route for exceptions.
- A test set, pilot acceptance criteria and an operating handover.
For a UK organisation with several reviewers, involve the process owner, system administrator and relevant internal approver early. Identify which data may enter the workflow and who can authorise sending a message or changing a record. A prototype should not acquire production permissions merely because its demonstration looked convincing.
A concrete example of controlled automation
Our real estate sales workflow combines Instagram lead capture, conversation storage, response generation, scheduled follow-ups and Gmail moderation. Managers can approve, edit or reject replies in the documented approval path, while source information can be refreshed through Google Drive.
For your workflow, we establish a baseline for processing time, output quality and manual review effort, then compare the pilot against it.
UK contracting and delivery
The proposal names Vasilkoff Ltd as the UK contracting route where applicable and defines the implementation boundary, acceptance criteria and support terms. We agree UK-hours review windows and keep workflow decisions in writing so operational and technical stakeholders can review the same version.
Senior engineers own implementation and testing. Your business owner approves policy, source material and the actions the system may take. We document access, data destinations, model-provider choices and operational responsibilities before selecting the deployment approach.
Pilot timing and ongoing cost
A narrow integration may be suitable for a 2–6 week pilot after access and test material are ready. Procurement, unfamiliar APIs and multi-department approvals can extend the timeline. Production rollout is estimated separately where reliability work, monitoring or additional systems are required.
Compare implementation and running costs using our pricing guidance. Model usage, hosting, third-party subscriptions and future workflow changes should be explicit in the proposal. We agree measurable pilot criteria before expanding the scope.
Explore our UK service overview and broader AI development capabilities.
Frequently asked questions
Can we start with a pilot before a wider rollout?
Yes. We define one workflow and its acceptance criteria first, then use pilot evidence to decide whether further systems or automated actions should be added.
Can you connect AI to our existing tools?
We assess available APIs, account permissions and data formats before committing to an integration. Unsupported or restricted systems may require another approach.
Who is responsible for approving the automation?
Your nominated business owner approves policies and permitted actions. Vasilkoff owns the agreed technical implementation, testing and handover; the proposal records both sides of the responsibility.
Scope a workflow your team can own
Send your UK automation brief with the current process, systems, approval owner and the result that would make a pilot worthwhile.