Taqania

Methodology & Worked Examples

Three realistic tech challenges... and how we engineer them.

Methodological examples demonstrating our engineering approach to handling the most common technical challenges in Saudi business environments, highlighting stop points and independent decision-making.

Examples of Engineering and Operational Deliverables

Samples of secure system configuration files and periodic service report formats delivered to the client monthly:

assistant.yaml
model: claude-sonnet
languages: [ar, en]

retrieval:
  source: policy-archive
  access: inherit-from-user
  citations: required

safety:
  pii_redaction: on
  out_of_scope: refuse + route-to-service-desk
  confidence_floor: 0.72

evaluation:
  set: 480 human-labelled questions
  accuracy_gate: 0.91
  review: monthly

audit:
  logging: full
  retention: 24 months

Monthly Service Report (Sample Output)

KPITargetActual ReportCompliance Status
Service Uptime & AvailabilityDefined in contract (e.g., 99.9%)Monthly
Critical Incident Response (P1)Defined in contract (e.g., 15 mins)Monthly
Mean Time to Resolution (MTTR)Defined in contractMonthly
First Contact Resolution (FCR)Defined in contractMonthly
Cloud Spend Efficiency vs ForecastDefined in contractMonthly

Tell us what you are trying to solve.

Share the operational challenge and the regulatory or technical constraints you are working within. A consultant replies within two working days, in Arabic or English.