Module 8 · AI Intelligence · 8.2
Insight Generator
Proactive insights ranked by materiality. Each states its finding, evidence, and suggested action — and its counter-consideration (what would weaken it). Every figure cites a real surface.
Insight feed · 9
Materiality ★★★★★ · Risk-adjustment reframeprovider-favorable
Dr. Hanan Al-Otaibi is below target raw but at the 65th percentile after risk adjustment — her panel is harder.
Raw vs risk-adjusted composite diverge; Charlson and age above network mean.
→ Peer-group review before CAP consideration
Materiality ★★★★★ · Counter-intuition surfacing
The open -001 dispute, if won, reduces the disputant's payment.
The 7.4 counterfactual: −SAR 2,395,200.
→ Share the 7.4 analysis at Level 1
Materiality ★★★★☆ · Cross-domain linkage
-004's three-snapshot conversion decline aligns with the transaction-definition friction under negotiation.
Stage 2→3 conversion down 3 snapshots; the round-3 amendment targets the same friction.
→ Route to the Negotiation Workspace
Materiality ★★★★☆ · Persistent-disparity detection
The rank-tier equity gap is the one gap risk adjustment does not explain.
7.4-point adjusted HbA1c gap persists after adjustment.
→ Monitored-disparity designation
Materiality ★★★★☆ · Value quantification
Each -003 stage-5 conversion is worth SAR 1,622 of expected pool.
Pool ÷ denominator at the current ratio; 95 unmeasured members have quantifiable value.
→ Outreach to the 95 unmeasured
Materiality ★★★★☆ · Silent-cohort detection
The low-touch stratum (11,420) includes 4,880 members with a chronic diagnosis — the silent stratum.
RS-3 low-touch cohort intersected with chronic-diagnosis flags.
→ Origination candidate — route to the Opportunity Bridge
Materiality ★★★☆☆ · Infrastructure-outcome correlation
Providers above 97% collection-infrastructure uptime (D10-02) average +4.1 D2 score.
D10-02 uptime correlates with D2 PROMs outcomes — infrastructure as an outcomes lever.
→ Prioritize collection-infrastructure uptime
Materiality ★★★☆☆ · Narrative synthesis
The -000 → -001 realized-value trajectory is the transformation story for the -007/-008 pipeline.
Pilot-to-VBC realized value across the -000/-001 sequence.
→ Use as the pipeline narrative
Materiality ★★☆☆☆ · Integrity check
All five condition threads are within expected exclusion bands — an integrity positive.
Exclusion rates per thread within the specification bands.
→ No action — stated as a positive