The direct answer: define exceptions before development
Your software should apply routine rules consistently, flag uncertain cases and give authorised people a controlled way to review or correct them. Before commissioning development, specify what happens when information is missing, a rule conflicts with an approved exception or someone disputes the result. These are core requirements, not finishing touches.
For owners in Pakistan and internationally, this matters wherever software affects pay, attendance, credit, refunds or access to services. A system that handles the normal workflow but cannot explain or correct an unusual outcome can create more administrative work than it removes.
Reported context: attendance records can have serious consequences
TechJuice reports that Balochistan dismissed another 72 doctors for persistent absence following the introduction of an AI-based attendance monitoring system. The supplied report does not establish how individual records were validated, which review procedures applied or whether the software itself recommended dismissals.
The practical implication is broader than attendance: when recorded data informs a consequential decision, buyers should ask how errors and exceptions are handled. That is requirements advice, not a finding that the reported system made mistakes. An AI label is not evidence that a product can interpret every legitimate exception.
A practical requirements checklist
1. Map one complete workflow. Identify who submits information, which system stores it, who checks it and what action follows. For attendance, distinguish recording a missed check-in from deciding that an absence was unauthorised.
2. List realistic exceptions. Ask operational staff for examples such as approved off-site work, duplicate transactions, unavailable devices, delayed synchronisation or a refund outside the usual policy. Identify who owns each case and what evidence they need.
3. Define decision boundaries. State which actions can happen automatically and which require approval. For consequential decisions, consider a review stage rather than making a missing record immediately trigger an irreversible action.
4. Specify correction rights. Name the roles allowed to request, approve and apply changes. Decide whether sensitive changes need separate approval, and prevent users from silently overwriting the evidence behind a decision.
5. Require a useful audit trail. Record the original value, the change, the responsible user, the time and the reason. Specify who may view or export that history, how long it is retained and what sensitive information should be excluded.
6. Write acceptance tests. For example: an employee has approved off-site work but no device check-in. The system should flag the record for reconciliation, show the approval to an authorised reviewer and preserve the correction history.
7. Plan failure and recovery. Agree what happens during an outage, how delayed records are reconciled and who resolves conflicts. Include access controls, backup restoration and support responsibilities in the scope.
Use exceptions to compare buying, configuring and building
Buy an existing product when it can demonstrate your essential exception cases using supported features. Test with representative sample data rather than relying on a presentation or a feature list.
Configure or extend an existing system when its core records are reliable but approvals or reporting need adjustment. Check whether supported interfaces expose the necessary data and whether extensions will remain maintainable after upgrades.
Consider custom development when a genuinely distinctive workflow cannot be supported adequately by available products. Compare total ownership obligations, including maintenance, security updates, integrations and staff training. One awkward screen is rarely sufficient justification for replacing a whole system.
Pitfalls and decision criteria before signing
Avoid requirements such as “handle all exceptions” or “include an admin override.” They leave permissions, evidence and accountability undefined. Also avoid treating a dashboard as an audit trail: a current status may not explain how a decision was reached.
Judge proposals by whether they identify assumptions, demonstrate difficult cases, define acceptance criteria and assign ongoing ownership. Ask vendors to distinguish included workflows from later changes. Where employment, financial or personal-data obligations apply, have the relevant adviser review the requirements rather than expecting software to determine legal compliance.
Next step: scope one workflow
Bring HA Technologies one workflow, its current tools and a few anonymised examples of difficult cases. Request a scoped enquiry covering requirements, build-versus-buy options, acceptance tests and exclusions. That gives you a concrete basis for deciding whether development is necessary before committing to a larger project.
Sources
- Balochistan Dismisses 72 More Doctors Over Absenteeism — techjuice.pk