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Your clinical agent forgot the patient is allergic. Flowlines doesn't.

Healthcare agents that lose patient context between visits create safety risks, not efficiency gains. Flowlines gives them structured memory with full provenance and compliance-ready audit trails.

Why healthcare agents fail in production

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The agent recommends an exercise the patient already said causes pain because it can't recall the previous consultation's findings.

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Medication interactions, allergies, and contraindications need to be tracked across sessions with zero tolerance for memory gaps.

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Every piece of clinical context must be traceable back to the interaction that produced it. No provenance = no compliance.

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Patients don't repeat their full history every visit. The agent needs to know what it knows and what it's missing.

Auditable, structured memory for clinical continuity

Flowlines traces every clinical interaction, extracts structured fields (conditions, medications, contraindications, patient preferences), and injects them with full provenance. Every memory field links back to the trace that produced it. Signals detect safety risks, contradictions, and compliance gaps in real-time.

Signals Flowlines detects

Contraindication risk

Zero tolerance. Blocks response until resolved

Agent recommendation conflicts with known patient condition or medication. Flagged before the response is delivered.

Context contradiction

18% of sessions without memory injection

Agent states something that contradicts previously recorded patient information. Indicates memory injection failure.

Missing critical field

Coverage gap alert at <80% for safety fields

A required field (allergies, current medications) has no value for this patient. Triggers a structured intake prompt.

Structured memory schema

Flowlines extracts and maintains these fields automatically from every trace.

FieldScopeDescriptionCoverage
conditionsuserActive diagnoses with onset dates and status
94%
medicationsuserCurrent medications, dosages, and prescribing context
91%
allergiesuserKnown allergies and adverse reactions
97%
contraindicationsuserActivities, foods, medications to avoid
82%
patient_preferencesuserCommunication style, language, cultural considerations
58%
visit_historyuserSummary of past consultations with key decisions
88%

Example session

physio-assistant/James (62, post-knee replacement) · Follow-up rehab planning
Memory injected: knee replacement (L) 6 weeks ago, NSAID allergy, hypertension, prefers morning exercises
A
Good morning James. You're 6 weeks post-surgery on your left knee. Last session we started gentle range-of-motion exercises. How has that been going?
U
The flexion exercises are fine but the resistance band work caused some swelling.
Memory write: contraindications → ["resistance_band_work_6wk_post_op"]
A
I'll remove resistance band work from your plan for now and replace it with aquatic exercises, which are lower impact. Given your NSAID allergy, if swelling persists, I'd recommend discussing alternative anti-inflammatories with your GP.
Signal: allergy-aware recommendation generated. NSAID allergy field used

Measured impact

0
Safety events
Contraindication catches since deployment
98%
Context recall
Patient history available at session start
100%
Audit readiness
Every memory field has full provenance
-65%
Visit prep time
No manual chart review needed

Ready to make your healthcare agents reliable?

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