Case Studies MEDTECH / LIFE SCIENCES / HEALTHCARE AI
The Implant Experience

Solving a Critical Gap in
Medical Implant Device Safety

An AI-powered platform that connects live regulatory and research databases — transforming fragmented medical data into clear, real-time answers for patients, surgeons, and manufacturers.
< 3s
Response time vs. hours of manual search
Role
Chief Architect — Ahmar Wazir
Status
MVP Complete — Platform launch pending
$50K
Platform Investment
Concept to MVP
6 wks
Delivery Timeline
Production-ready build
< 3s
Response Time
vs. hours of manual search
7
Live Regulatory Databases
Continuously integrated
The Origin

A Critical Gap. A Clear Vision.

Long-time healthcare management leader John Owens — also an iiAI partner — recognized a critical gap affecting people with implanted medical devices, as well as the potential liability to related product manufacturers and medical professionals.

Stakeholders had no practical way to stay comprehensively informed about recalls or emerging safety concerns because critical information was fragmented across multiple regulatory databases. John envisioned a solution that would give patients instant access to trustworthy, up-to-date information about the devices they rely on.

He partnered with Ahmar Wazir to bring that vision to life — architecting an AI-powered platform that connects live regulatory and research databases, transforming fragmented medical data into clear, real-time answers delivered to patients and other stakeholders in seconds.

"The result is The Implant Experience — an AI-powered medical device intelligence platform that empowers patients with information that was previously difficult, time-consuming, and often inaccessible."
Business Model

The Patients Create the Network. Providers Pay for Access.

Besides the obvious benefits to individual recipients of medical device implants, this platform will also support many other stakeholders in the medical device implant market.

Patients

Access accurate, real-time information about their implant in plain language — recalls, safety concerns, and complete device history at their fingertips.

  • Instant recall awareness
  • Complete device history
  • Plain-language explanations
  • Ongoing symptom tracking

Device Manufacturers

Satisfy post-market surveillance obligations with a data-secure platform where patients voluntarily stay connected.

  • Recall management
  • Adverse event reporting
  • Product improvement insights
  • Regulatory compliance
  • Longitudinal outcomes data
  • Revision rate tracking
  • Real-world evidence collection

Surgeons & Practices

Maintain long-term patient relationships and stay informed when recalls or complications arise — keeping revision opportunities within their practice.

  • Better long-term follow-up
  • Higher patient engagement
  • Easier recall communication
  • More revision opportunities
  • Stronger reputation
The Challenge

The platform was designed to address the most pressing challenges in medical implant device tracking — challenges that affect patients, clinicians, and manufacturers alike.

Challenge

Why It Matters

Information scattered across multiple government and research databases
Users would need to search numerous systems individually — an overwhelming task.
Medical terminology is highly technical
Most patients cannot interpret regulatory or clinical language on their own.
New safety information is published continuously
Information quickly becomes outdated if not monitored in real time.
Patients often don’t know their implant details
Even identifying the correct device can be difficult without a centralized record.
Clinicians and patients spend valuable time researching fragmented data
Slow access delays awareness and informed decision-making.
Solutions Delivered

Where the Platform Created
Measurable Advantage.

01

Faster Access to Critical Information

Instead of manually searching multiple databases, users receive synthesized answers in seconds — not hours.

  • Dramatically reduced research time
  • Faster access to current safety information
  • Improved productivity for clinicians
02

Improved Information Quality

Rather than reviewing disconnected sources individually, information is synthesized into one coherent, accurate response.

  • Better-informed patient decisions
  • Reduced research errors
  • Greater confidence in available information
03

Continuous Regulatory Awareness

The platform references live regulatory sources instead of relying on outdated datasets — ensuring current information, always.

  • Improved awareness of recalls and safety alerts
  • Better visibility into emerging device issues
  • Reduced dependence on manual monitoring
04

Better User Experience

Government databases were never designed for patients. This platform translates complex regulatory language into clear, conversational explanations.

  • Improved accessibility for non-technical users
  • Greater patient engagement and trust
  • Higher confidence in device safety awareness
Human Impact

Millions of Patients with no
Practical Way to Stay Informed.

Finding critical safety information requires searching multiple government databases — an overwhelming task for most patients and extremely time-consuming for professionals. The platform lets anyone ask in plain language and receive a clear, trustworthy answer in seconds.

Rather than creating another static medical database, the team designed an intelligent companion capable of gathering information from multiple trusted sources in real time — continuously, automatically.

"Has my knee implant ever been recalled?"

Patient, 3 Years Post-Surgery

"Are there any new safety concerns about my device?"

Patient, Monitoring a Hip Replacement

HOW IT WORKS

From Surgery to Lifetime Safety Awareness.

Ahmar’s team developed an AI-powered medical device companion that aggregates live regulatory and clinical data into instant, easy-to-understand insights, making critical safety information accessible in seconds.

01

Surgery scheduled

The patient is automatically enrolled in the platform.

02

Implant record created

Full implant passport: serial number, manufacturer, lot number, surgeon, hospital, implant date, warranty, MRI compatibility, expected lifespan, and instruction manual.

03

Recovery tracked

Personalized recovery timeline with milestones, maintenance reminders, and potential care options.

04

Follow-up reminders automated

The platform ensures no scheduled follow-up or maintenance window is missed.

05

Recall alerts delivered

Real-time notifications if new safety concerns emerge for the specific device.

06

Symptoms monitored

Longitudinal symptom tracking informs ongoing care and surfaces relevant options.

07

Care team notified

If issues emerge, the complete implant history is immediately available for the care team.

08

Revision surgery prepared

If revision is required, the complete implant history is already compiled and accessible.

09

Lifetime record maintained

A lasting record of the patient’s full medical implant experience — from day of surgery through every follow-up and event.

Technical Innovation

Enterprise RAG architecture with live regulatory integration.

Rather than creating another static medical database, the team designed an intelligent companion capable of gathering information from multiple trusted sources in real time — continuously, automatically.

Live Data Sources Integrated
FDA safety communications FDA recall notices MAUDE adverse event reports MHRA safety alerts NIH PubMed research Manufacturer updates Clinical literature
Retrieval-Augmented Generation (RAG) architecture for live data access
Responses in 3 seconds or less vs. lengthy manual research
Continuous retrieval from live FDA, MHRA, NIH, and MAUDE databases
Synthesizes findings across trusted regulatory sources
Translates complex medical language into understandable explanations
Natural language AI interface designed for non-technical users
Enterprise-grade AI architecture with regulatory compliance foundation
Automated implant passport creation at point of surgery enrollment
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