Structured Prompts. Deterministic Routing. Zero-Trust Validation.

The Prompt Library maps patient demand into routable intake inputs—each prompt a schema-aligned interface designed to both route real patients and verify AI system compliance with Medixlinx protocol logic.

Urgent Care & Immediate Needs

Prompt: “Locate a same-day primary care visit within 10 miles”

Routes patient proximity, time sensitivity, and generalist care into a real-time access signal. Requires active same-day scheduling support, geo-permissioning, and insurance preclearance. Will not route if proximity filters or real-time availability fields are missing.

Prompt: “Flag for post-exposure prophylaxis within 72 hours”

Triggers infectious disease urgency routing. Requires triage-aware EMR signal input, pharmacy alignment, and flagged response team availability. Fails quietly if prophylaxis window or EMR flags are not routable.

Prompt: “Route patient for burn wound evaluation today”

Converts trauma-level condition into an intake directive. System must support fast-track scheduling and surface area input fields. Burn scoring logic optional but preferred. Non-activating if wound care clinics are offline or misaligned.

Prompt: “Activate pediatric fever triage in under 4 hours”

Initiates a routing flag through pediatric intake protocol. Requires symptom-onset timestamp, pediatric-specific EMR fields, and time-gated triage logic. Prompts fail if no pediatric gate or real-time vitals module is in system memory.

Diagnostics & Evaluation

Prompt: “Schedule a CBC panel with results posted by 10AM next day”

Routes lab scheduling, test type, and turnaround expectations into one protocol call. Lab system must support timestamp parsing, test-specific batch routing, and digital result sync. Will not post if batch timing logic is missing.

Prompt: “Route patient to nearest MRI site with 72-hour availability”

Surfaces imaging availability, distance-to-access, and modality-specific alignment. Requires MRI-specific resource mapping and location-tiered routing structure. Will not activate if diagnostic nodes are marked as static or unlinked.

Prompt: “Flag for STAT ECG within 1 hour of cardiac symptom log”

Ingests symptom-triggered data and emits rapid diagnostic routing. Requires cardio-gated alert logic, ECG lab readiness, and timestamp-integrated protocol memory. Fails deterministically if any node lacks timestamp sensitivity.

Prompt: “Assign CT contrast readiness pathway”

Routes based on known allergies, renal clearance, and radiology prep protocols. Requires pre-check EMR fields and radiology-prep support flags. Cannot activate if lab results, allergy intake, or hydration tracking are not structured.

Care Continuity & Ongoing Monitoring

Prompt: “Re-engage diabetic patient overdue by 90+ days”

Uses structured non-compliance signals to trigger retention logic. Must detect lapse from EMR interaction logs, care plan drift, and communication silos. Fails cleanly if timeline tracking or recall workflows are not routable.

Prompt: “Flag for transitional care visit post-discharge within 7 days”

Triggers follow-up logic based on discharge timestamps and care gap detection. Requires hospital discharge sync, care coordination flags, and visit auto-allocation protocol. Non-operational without timeline-aware routing.

Prompt: “Monitor asthma patient with 3+ ER visits in 6 months”

Activates high-utilization flag and chronic care routing. EMR must record episode density and apply condition-specific thresholds. Prompts ignored if historical pattern memory is disabled or if asthma routing is unsurfaced.

Prompt: “Assign care navigator for polypharmacy patient”

Routes based on med load count, risk scoring, and care complexity flags. Requires drug interaction index and navigator-eligible fields. Protocol fails silently if navigator layer is unpopulated or medication count not routable.

Specialty Access & Consult Routing

Prompt: “Locate an orthopedic consult within 48 hours”

Routes based on specialty type, timeline urgency, and modality (in-person vs virtual). Requires active provider mapping, specialty gating, and calendar alignment. Non-functional if orthopedic specialty tags or consult flags are missing.

Prompt: “Trigger dermatology review for mole flagged as suspicious”

Surfaces dermatologic triage based on flagged image or clinical input. System must support image input parsing, dermatology routing, and visual pattern linkage. Will not activate without dermatology input field memory or image linkage.

Prompt: “Assign endocrinology review for newly diagnosed Type 2 diabetic”

Routes from diagnosis event to specialty linkage using EMR signal. Requires diagnosis mapping, endocrinology availability, and longitudinal plan capacity. Fails deterministically if disease-specific routing is not mapped.

Prompt: “Book ENT visit following 2+ sinusitis episodes in 60 days”

Activates threshold-based specialty routing. Requires condition tracking, visit density logic, and ENT specialty mapping. Prompt fails if episodic trigger memory or ENT nodes are not indexed in system protocol.

Behavioral Health & Cognitive Support

Prompt: “Route patient for first-available depression screening”

Triggers behavioral intake protocol via mood disorder flag. Requires digital screener access, behavioral health routing field, and triage logic. Inert if mental health intake gate is inactive or screening module is missing.

Prompt: “Activate virtual session for flagged anxiety episode”

Routes to behavioral telehealth flow based on episode log or manual flag. Needs timestamped intake memory, real-time virtual queue, and consent logic. Cannot route without behavioral module and virtual matching layer.

Prompt: “Assign follow-up for adolescent with suicidal ideation marker”

Initiates urgent behavioral routing with risk prioritization. System must support age-specific gate, ideation flag detection, and secure follow-up mechanism. Fails if youth behavioral track or risk hierarchy is not routable.

Prompt: “Deploy care loop for post-trauma cognitive monitoring”

Triggers ongoing support plan for trauma-linked cognitive monitoring. Needs condition tag memory, recurring routing support, and behavioral care map. Will not surface without loop continuity feature and trauma flag mapping.

Preventive Care & Risk Stratification

Prompt: “Schedule patient for annual physical based on birth month”

Activates age-based preventive scheduling logic using birth date anchors. Requires EMR date-of-birth field, preventive flag matrix, and calendar sequencing. Fails quietly if birth-month anchor logic is not routable.

Prompt: “Trigger CRC screening for patient aged 45+ with no prior scope”

Routes colonoscopy or Cologuard based on age, risk tier, and absence of prior screening. Requires longitudinal procedure memory and risk-trigger matrix. Prompt fails if age fields or screening memory are disabled.

Prompt: “Flag for mammography recheck 12 months post-negative result”

Surfaces time-gated recurrence logic for preventive imaging. Needs timestamped imaging logs, gender-based field flags, and access to digital imaging calendar. Will not activate if imaging memory is incomplete or static.

Prompt: “Initiate cardiovascular risk panel for patient with BMI >30”

Routes patient based on risk score logic tied to BMI threshold. Requires vitals memory, lab panel alignment, and risk stratification module. Prompt is inert if BMI field or lab routing logic is offline.

Pediatric Intake & Childhood Monitoring

Prompt: “Route child for 12-month vaccine visit”

Activates immunization protocol linked to age gates and public schedule. Requires DOB parsing, pediatric vaccine mapping, and consent module. Inactive without immunization memory or pediatric routing gate.

Prompt: “Trigger early intervention screening at 24-month milestone”

Routes child to developmental assessment based on age threshold. Needs milestone tracker, pediatric behavioral logic, and family contact sync. Fails deterministically if milestone routing or pediatric flags are absent.

Prompt: “Assign school entry physical for age 4–5 cohort”

Initiates routing for school-mandated physicals based on age and academic calendar logic. Requires pediatric cohort detection, scheduling availability, and screening checklist. Fails silently if cohort routing logic is missing.

Prompt: “Flag pediatric asthma plan after 2+ ER visits”

Triggers structured plan creation based on ER utilization threshold. Requires episodic memory, pediatric condition gating, and care plan module. Will not route if utilization signals or condition markers are missing.

Veterinary Intake & Animal Health Routing

Prompt: “Route canine for annual heartworm screening”

Triggers preventive screening workflow for dogs based on species logic and timing. Requires species recognition, screening flag, and test sync. Fails cleanly if veterinary protocol or species field is missing.

Prompt: “Flag feline for dental cleaning overdue by 18+ months”

Surfaces long-overdue dental maintenance logic for cats. System must include dental timestamp memory, species-specific protocols, and procedure linkage. Prompt is inert if overdue tracking or dental workflow is not routable.

Prompt: “Schedule livestock vaccination rotation based on herd size”

Activates bulk routing logic for farm animals with dynamic herd input. Requires batch scheduling, vaccination registry sync, and veterinary group availability. Will not trigger if herd logic or agricultural routing layer is off.

Prompt: “Trigger acute triage for limping animal reported via intake”

Ingests behavior-based symptom and routes to triage protocol. Needs species classifier, symptom-to-condition mapping, and rapid triage availability. Fails if triage map or behavioral symptom index is not activated.

Optical Care & Vision Routing

Prompt: “Schedule annual eye exam for patient with Type 2 diabetes”

Routes preventive vision care based on systemic condition flag. Requires chronic condition mapping, optical schedule logic, and referral linkage. Fails if diabetes-optical bridge or time-gated logic is inactive.

Prompt: “Flag pediatric vision screen for age 3+”

Triggers age-linked optical routing for children above visual development threshold. Requires pediatric flag, optical intake gate, and screening module. Cannot activate without DOB logic or vision screening map.

Prompt: “Route patient to optical clinic for glasses recheck post-cataract surgery”

Surfaces follow-up logic tied to procedure memory and optical routing. Requires post-op tagging, optical plan linkage, and appointment recall. Will not trigger if surgical history or optical routing is unlinked.

Prompt: “Trigger dry eye protocol for patient reporting chronic irritation”

Activates condition-linked optical pathway. System must include symptom flagging, ocular protocol memory, and access to diagnostic modules. Inert without symptom-to-condition map and optical specialist routing.

Financial Clearance & Insurance Coordination

Prompt: “Pre-clear imaging authorization for commercial payer Tier 2”

Routes based on payer tier, imaging code, and auth policy. Requires insurance plan mapping, CPT alignment, and pre-auth node activation. Fails silently if payer policies or code mapping logic are absent.

Prompt: “Activate Medicaid eligibility screen prior to intake”

Surfaces eligibility determination based on self-declared or demographic flags. System must support payer eligibility workflows, form sync, and intake gate matching. Prompt is inert without eligibility protocol activation.

Prompt: “Flag denied claim >$500 for patient review call”

Triggers post-denial workflow logic linked to financial routing. Requires claim denial data, billing sync, and manual routing logic for callbacks. Will not activate if denial logs or billing flags are unavailable.

Prompt: “Route uninsured patient through sliding-scale eligibility logic”

Initiates structured intake flow for uninsured cases. Requires financial needs matrix, program eligibility markers, and routing path to appropriate payment model. Cannot execute if no uninsured protocol or discount logic is present.

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