Healthcare

AI Health Assistants With
Complete Patient Context

All 5 memory sectors working together: patient history, medical knowledge, treatment protocols, preferences, and outcome patterns—for comprehensive, personalized care.

Complete Patient Narrative

Episodic memory weaves every visit, test, and treatment into one coherent patient story

SM

Sarah Martinez

Chronic Migraine Management • 6-month journey

1
INITIAL VISIT
6 months ago

Neurologist Consultation

Chronic migraines (3-4x/week), triggered by stress + bright lights. MRI ordered to rule out structural causes.

MRI clear - no structural issues
2
TREATMENT START
5 months ago

First Treatment Attempt

Started topiramate (preventive) + sumatriptan for acute attacks. Patient anxious about side effects, prefers trying lifestyle modifications first.

Patient preference: lifestyle first
3
ADJUSTMENT NEEDED
3 months ago

Side Effects Reported

Topiramate causing cognitive fog. Patient frustrated—cognitive function non-negotiable. Switched to propranolol (beta-blocker) + added stress management program.

Why changed: preserves cognitive function
4
SUCCESSFUL OUTCOME
Current

Treatment Success

70% reduction in migraine frequency. Propranolol + stress management working well. No cognitive side effects. Patient highly satisfied with outcome.

Effective treatment matching patient values

Fragmented Records

MRI result in radiology system
Visit notes in EHR
Prescriptions in pharmacy database
Patient preferences not documented
No connection between treatment changes
New provider starts from scratch

ULPI Connected Narrative

Complete patient journey in one view
Treatment rationale preserved (why changed)
Patient preferences remembered
Outcomes tracked and learned from
Full context for any provider
AI suggests based on complete history

Why ULPI Wins: Episodic Patient History

Episodic memory connects all patient touchpoints into a unified narrative. New providers instantly understand why topiramate was discontinued (cognitive side effects), why propranolol was chosen (patient values cognitive function), and what outcomes matter most. The complete story enables better care decisions. Competitors store isolated encounter notes—providers waste time reconstructing patient history from scattered records across multiple systems.

Safety-Critical Memory

Salience-based retention with maximum priority on allergies and adverse reactions

Patient Safety Profile

CRITICAL - PERMANENT SALIENCE
Drug AllergyDocumented 8 years ago

Penicillin: Severe allergic reaction (anaphylaxis)

Salience: 100% (never fades)
Adverse Drug Reaction3 months ago

Topiramate: Cognitive impairment, discontinued

Salience: 100% (critical for future prescriptions)
Chronic ConditionOngoing

Hypertension: Currently on propranolol, BP controlled

Salience: 95% (affects medication choices)
Lower Priority Information

Routine checkup 2 years ago - No issues found

Salience: 15% (fading with time)

Minor cold 4 months ago - Self-resolved

Salience: 8% (almost faded)

Safety Alert Triggered

AI attempting to prescribe antibiotic

⚠️ CONTRAINDICATION DETECTED

Cannot prescribe Amoxicillin. Patient has documented penicillin allergy (anaphylaxis, 8 years ago). Consider alternative: Azithromycin or fluoroquinolone.

Why ULPI Wins: Salience-Weighted Safety Memory

Critical safety information (allergies, adverse reactions, chronic conditions) receives maximum salience weight and never fades. Minor routine visits naturally decay over time. When prescribing medication, the AI instantly retrieves penicillin allergy from 8 years ago and blocks contraindicated prescriptions. Competitors treat all data equally—critical allergies buried in records alongside routine checkups. ULPI's salience system prioritizes what matters for patient safety.

Treatment Outcome Learning

Reflective memory analyzes treatment effectiveness across patient populations

Stress-Triggered Migraine Treatments (127 patients)

Propranolol + Stress Management70% effective
82 patients improved
Side effects: 8%
Avg reduction: 65% frequency
Topiramate Monotherapy52% effective
47 patients improved
Side effects: 31% (cognitive)
Avg reduction: 48% frequency
Triptans Only (no preventive)28% effective
22 patients improved
Rebound headaches: 19%
Avg reduction: 25% frequency

Reflective Insights Learned

Best Outcomes
  • • Combination therapy outperforms monotherapy
  • • Beta-blockers + lifestyle = 70% success
  • • Side effects lowest with propranolol
Patient Subgroups
  • • Anxiety comorbidity → propranolol ideal
  • • Students/professionals → avoid topiramate
  • • High stress jobs → stress management critical

AI Recommendation for New Patient

Patient Profile: 34F, stress-triggered migraines, high-pressure job, anxious about side effects

Recommendation: Start propranolol (40mg) + refer to stress management program

Based on 82 similar patients: 70% improvement rate, low side effects (8%), addresses anxiety comorbidity, preserves cognitive function

Why ULPI Wins: Reflective Outcome Analysis

Reflective memory analyzes 127 patient outcomes for stress-triggered migraines and learns propranolol + stress management achieves 70% improvement vs 52% for topiramate alone. The system identifies that topiramate causes cognitive side effects in 31% of patients—critical for working professionals. For new patients matching the anxiety profile, AI recommends propranolol based on proven outcomes from similar cases. Competitors don't learn across patient populations—every treatment decision starts from scratch.