Core capability

AI Decision Layer

Every recommendation carries its basis, confidence, and policy reference. Execution remains under human authorization.

DecisionBasisConfidencePolicy ReferenceHuman ActionTimestamp

Field ‘القسم’ interpreted as organizational unit

Semantic Understanding

Arabic lexical match; value distribution matches department taxonomy

98%

SEM-AR-04Accepted2026-10-02 07:41:12

الرقم الشخصي → qid

Schema Intelligence

Qatar personal identification pattern; 11-digit format

99%

SCH-MAP-02Approved2026-10-02 07:41:40

Recommend C2 — Restricted

Classification Intelligence

PII + compensation + private contact fields co-occur

95%

CLS-01 v3Approved2026-10-02 07:42:05

External Cloud requires destination review

Policy Reasoning

C2 dataset; destination outside configured region

100%

DST-03 / XBR-01Destination changed2026-10-02 07:43:19

Role grant broader than data owner scope

Risk Detection

Analytics role holds read on C2 without purpose tag

88%

RBA-02Escalated2026-10-02 06:58:02

Recommend C2 — Restricted (modified from C1)

Classification Intelligence

Clinical diagnosis codes with patient identifiers

93%

CLS-01 v3Modified2026-10-01 15:12:47

Unencrypted route detected to Data Lake staging

Risk Detection

TLS not enforced on connector LK-12

97%

ENC-01Restricted2026-10-01 11:03:30