Business owner
Sets the outcome, provides context and approves business acceptance.
Clear ownership.
Evidence you can review.
Before delivery starts, agree what success looks like and what evidence you will receive. Use these sample materials to make that conversation concrete.
Download sample delivery packMarkdown template: pilot scorecard, security control register, release checklist and partner handover. No client information.
Delivery stages
These are illustrative delivery templates, not completed client evidence, audit certification or results from a live project.
- 01
Define the decision
Name the business owner, record the starting point and decide what a pilot must prove.
- 02
Build and test
Track the agreed scope, show working software and record test results, limitations and control evidence.
- 03
Make the go-live decision
Review acceptance measures, open risks, rollback steps and who can approve release.
- 04
Keep improving
Agree service hours, monitoring, ownership, incident handling and a prioritised improvement backlog.
A sample pilot scorecard
Scroll sideways to see all columns.When the table is focused, use the left and right arrow keys.
| Measure | Baseline | Decision rule | Evidence |
|---|---|---|---|
| Handling time | Measure the current process | Agree a useful improvement before the pilot | Time study on the same task set |
| Answer quality | Human-reviewed reference set | Meet the agreed quality threshold | Versioned questions, answers and reviewer notes |
| Access control | Named roles and permitted sources | No unauthorised source disclosure in scoped tests | Access matrix and negative tests |
| Cost per task | Current process and model costs | Stay within the agreed budget | Usage log and cost calculation |
Who owns the work?
CodeX71 technical lead
Owns engineering decisions, the delivery backlog and the evidence pack.
Security and service owners
Agree controls, review risks and accept support responsibilities.
Channel partner
Owns the agreed customer relationship and coordinates the joint opportunity.
A promise with a record.
The signed warranty schedule records the covered controls, accepted baseline, test evidence, five-year dates, exclusions and claim responsibilities. Coverage is agreed before delivery.
See how the warranty worksA practical first step for partners
Bring an opportunity without naming the customer. We can map the use case, agree roles and prepare a shared discovery plan before delivery is committed.
Make the deployment boundaries explicit
Map each data path
Assess model inference, source storage, search indexes, logs, backups and connected tools separately. Azure resource location alone does not establish where every processing step occurs. Global and DataZone deployments have different processing boundaries; neither is a UAE-residency guarantee.
Record controls and accountability
Document the data owner, permitted users, purpose, retention and deletion approach. Protect or redact telemetry, review human approval points and assign escalation ownership. Map applicable UAE, sector and contractual requirements through a scoped assessment.
Deployment decisions depend on service availability, configuration and applicable requirements. This guidance is not a compliance certification or legal opinion. Delivery scope, operating targets and responsibilities are agreed in writing.
Primary guidance: Azure processing and data privacy · Responsible AI · UAE data protection overview
Read the responsible AI white paperCLARITY BEFORE COMPLEXITY
Connected engineering around your business goals
Start with the workflow you want to improve. We connect the applications, data, AI and operations around it, with defined scope and human accountability.
Explore our engineering approach