devs

AI services for UAE businesses

AI analytics with traceable inputs and useful decisions

Devs Group offers AI analysis of business information and customer interactions, alongside targeted research. Define the question, data sources and decision before choosing a report, so conclusions can be checked against the underlying evidence.

Define the decision and the dataset

AI analytics can help organise business information, summarise interactions and examine operational questions. Start with the decision the report should inform. Specify the systems, dates and records included, then document missing data. A correct calculation can still mislead when the dataset does not represent the question.

Agree a report that can be checked

Choose deliverables your team can trace back to their inputs.

  • A data-source register with access owners, reporting period and refresh schedule.
  • Metric definitions, denominators and rules for duplicate or incomplete records.
  • A report separating observations, calculations, hypotheses and recommendations.
  • Source links or record identifiers for material findings.
  • A review and correction route for the person who will use the result.

Example: find where enquiries stop moving

Illustrative workflow: compare enquiries received with qualified records, accepted handoffs and completed outcomes for one defined period. Group unresolved records by their observed status, such as missing qualification or unaccepted ownership. Review a sample with the responsible team before recommending a change. This example shows an analysis method; it does not claim a measured business improvement.

Confirm access, definitions and refresh dependencies

List the exports, APIs or supported connectors available. Check whether each source uses the same customer identifier, time zone and status definitions. Set a freshness requirement and show the latest successful refresh. Missing records must remain missing rather than become zero. A failed refresh should not silently leave an old report looking current.

Keep external research separate from internal evidence

For outside research, retain the publisher, source URL, observation date and the claim it supports. A vendor document can explain a feature but does not prove your business uses it. Check the original source for important claims and show disagreements or uncertainty when the evidence does not support one conclusion.

Validate before using a headline number

Agree checks appropriate to the decision the report supports.

  • Reconcile totals and a sample of records against the source system.
  • Verify date boundaries, time zones, currencies and denominator definitions.
  • Show duplicate, excluded and missing records where they affect the result.
  • Check that a refresh failure and stale data are visible.
  • Keep a historical pattern separate from a claim that one change caused another.

Plan cost and responsibility for decisions

Scope depends on the number and quality of sources, history to process, refresh frequency and analysis depth. Include connector maintenance and review time in the proposal. Assign an owner to decide whether to act on a recommendation and how to measure the result. The report supports a decision; it does not guarantee a business outcome.

Questions to settle before launch

Can an AI report prove that a change improved results?

A report can analyse evidence. A causal improvement claim also needs an appropriate comparison, consistent measurement and an account of other changes that could explain the result.

What should accompany a headline number?

Show its definition, period, source and denominator where relevant. State whether input data is missing, estimated or stale next to the result.

Can we start with exports instead of live integration?

An export-based scope can be discussed when suitable files and permissions are available. Agree the format, coverage and update process; a one-time export does not provide a live view.

Practical guides for this workflow

Plan your workflow with Devs Group

Share the task, systems, location and team responsible for the next step. We can then discuss the scope and checks for your project.

Discuss your workflow