Lead intake and routing
Collect enquiries from approved sources, validate required fields, identify duplicates and pass each record to the right owner. Keep outbound messages behind the approval rules you choose.
AI AUTOMATION • DUBAI & INTERNATIONAL TEAMS
AI AUTOMATION.
WORK,
CONNECTED.
WAIM designs connected workflows for research, reporting, lead handling and document processing. We start with one recurring task, map the systems involved and decide where AI adds value. You get a defined build, test criteria and a clear account of what still needs a person.
Connected workflowWAIM / BUILD
01
TriggerAn enquiry, document or scheduled task
02
ProcessConnected tools and agreed rules
03
ReviewExceptions reach the responsible person
04
OutcomeA result the team can verify
01 / The right starting point
A workflow first, AI where it helps
Automation suits work with a recognizable trigger, repeatable steps and an outcome you can check. Rules handle predictable actions; AI can help interpret text or classify an incoming request. If the system must choose its next action dynamically, our AI agent development service may be the better fit.
Before building, we check volume, exceptions, available APIs and the cost of maintaining the connection. A small manual task does not automatically justify a custom system.
Need a system that chooses its next step?Explore bounded, tool-using AI agents.02 / Put it to work
Three workflows to assess
These are examples of potential scope, not claims about completed client projects.
Document intake
Extract agreed fields from documents, check them against expected formats and send uncertain cases to a review queue before records change.
Research and reporting
Collect authorized data, retain its source and observation date, and prepare recurring summaries with missing data clearly identified.
03 / The deliverables
What the implementation includes
A defined scope. Working outputs. Clear ownership of what happens next.
Workflow specification
Triggers, destinations, field mappings, exclusions and the person responsible for each exception.
Working integration
Connections to the agreed systems, with scoped credentials, validation and protection against duplicate actions.
Operational controls
Failure logs, retry limits, approval steps and alerts for conditions that need attention.
Handover and measurement
Operating instructions, access and ownership arrangements, test results and the metrics agreed for the workflow.
04 / From first brief to handover
From current process to an accepted workflow
Map and measure
Review representative inputs, manual effort and common errors. Establish what can actually be measured before estimating a benefit.
Agree acceptance criteria
Define successful outputs, acceptable exceptions, access boundaries and the conditions that must stop processing.
Build and test
Test normal inputs, missing fields, duplicate events and unavailable services in a controlled environment.
Release and review
Approve production access, confirm the handover and compare observed performance with the agreed baseline. Changes remain visible and reviewable.
05 / Scope before estimates
What determines the cost?
Scope depends on the number of connected systems, API access, data quality, exception handling, volume and support requirements. The proposal separates implementation from hosting, model usage, third-party subscriptions and ongoing support. Delivery dates follow the agreed scope and access checks.
Good questions. Clear answers.
Before
we start.
Can you work with our existing software?
We check the available API, permissions and export options first. A supported connection must be confirmed before it becomes part of the scope.
Will the workflow run without anyone checking it?
Only the agreed steps. Exceptions and sensitive actions can require approval; the operating plan names who receives them and how processing resumes.
What should we prepare for the first discussion?
A description of the task, the tools involved, approximate weekly volume and anonymized examples of normal and difficult cases. Do not send passwords or personal customer records.
Your next move
Which recurring task should we examine first?
Tell us what starts the process, where it ends and what currently takes the most effort. We can assess the fit and define the next step.
Send your workflow brief