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Shift2Dynamic services

AI workflow automation for UK teams

Bring a recurring UK business workflow into a scoped automation pilot. We start with the request, approved information and review responsibilities, then assess where AI adds value beyond straightforward rules.

RAG Processing Pipeline

INPUT
User Query
VECTOR DB
Semantic Search
LLM
Context Synthesis
OUTPUT
Grounded Response

Illustrative product interface — sample data, not client results or service guarantees.

What we can deliver

Practical capabilities, clear responsibilities and a reviewable handover.

How we approach the work

Illustrative sequence · select a stage to explore

Scope & delivery · stage 1

Understand

A possible pilot prepares an action from approved business information and queues exceptions for a named UK reviewer. We agree what happens outside the meeting overlap instead of treating an unattended queue as permission to act.

Tools that fit the work

The implementation follows your requirements and existing setup. These are examples of tools and platforms we can scope for the project.

Language model APIsKnowledge retrievalWorkflow orchestrationEvaluation datasets

Explore specialist services

Choose the specific delivery task you need. These detailed pages are currently in English.

POSSIBLE ENGAGEMENT · NOT A CLIENT CASE STUDY

A recurring task with an agreed approval window

A possible pilot prepares an action from approved business information and queues exceptions for a named UK reviewer. We agree what happens outside the meeting overlap instead of treating an unattended queue as permission to act.

What you receive

A working pilot, workflow diagram, evaluation cases, usage visibility and a handover walkthrough.

What we need from you

Access to the relevant tools, approved source information and a person who can review exceptions.

What we agree separately

External platform fees, unrestricted autonomous actions and additional workflows are scoped separately.

How we review progress

Review time, answer quality, exception rate and cost per completed task.

Questions before we start

Which workflows should we automate first?

Start with a frequent task that has clear inputs, measurable effort and a manageable cost of error. We assess exceptions and approval steps before proposing a pilot.

Does every automation need AI?

No. Rules and API integrations often suit predictable tasks. We use AI where interpreting documents, language or unstructured information adds value.

What happens when a workflow needs approval outside meeting overlap?

We define a queue, a named reviewer and an escalation path. Absence of a reviewer is not approval for a consequential action.

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Working with your team

We work remotely from Bangladesh with UK teams. Agree review responsibilities and meeting overlap across seasonal clock changes before setting milestones; UK office presence is not implied.

Start with the problem you want to solve.

Share your priorities, current systems and language requirements so we can agree the right scope.

Discuss your project →