What you receive
A working pilot, workflow diagram, evaluation cases, usage visibility and a handover walkthrough.
Shift2Dynamic services
AI workflow automation for UAE teams
Connect repetitive work across your UAE team’s existing tools. We scope approved information, Arabic and English evaluation needs, and human review before proposing an AI automation pilot.
TODAY
Analyze customer feedback...
Generate financial report Q3
Summarize legal contracts
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 separates Arabic and English incoming inquiries, retrieves approved information and drafts the next action for review. Language coverage, escalation and the tools handling customer data are explicit scope decisions.
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 bilingual inquiry with a review point
A possible pilot separates Arabic and English incoming inquiries, retrieves approved information and drafts the next action for review. Language coverage, escalation and the tools handling customer data are explicit scope decisions.
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.
How is Arabic AI output checked?
We agree representative Arabic inputs and approved answers separately from English evaluation. Uncertain outputs and escalation paths are recorded; English quality is not assumed to prove Arabic quality.
Working with your team
Our team is based in Bangladesh and works remotely with UAE businesses. We agree meeting overlap, Arabic and English content ownership, and a named reviewer. This is not a claim of an office in Dubai or Abu Dhabi.
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 →