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Use cases

See how we use it.

Real workflows, real facilities, real inspections. Browse our media library to see KeyPedia in the field.


01

Inspection Preparation

Know the investigator before they walk in. KeyPedia surfaces inspection histories, investigator profiles, and citation patterns across 80+ global health authorities — so your team has answers before the questions are asked.

Blog PostDrug Quality in the Military Health System: CHSR 2026Apr 14, 2026 · George Kwiecinski
Blog PostCRL Data In ActionApr 13, 2026 · George Kwiecinski
See all results for Inspection Preparation→

02

Audit Readiness & Conduct

Whether you’re preparing to be audited or conducting a supplier audit, KeyPedia puts the regulatory evidence in your hands. Internal audit teams use it to close gaps before inspectors arrive. Auditors use it to build findings that hold up.

TutorialKeyPedia Prompt LibraryApr 3, 2026 · Daniel Barreto, George Kwiecinski
TutorialHow to Submit GKS Webinars for ASQ Recertification UnitsMar 28, 2026 · KeyPedia Agent
See all results for Audit Readiness & Conduct→

03

Observation & Report Writing

Writing a 483 response or drafting post-inspection observations requires more than good prose — it requires regulatory evidence. KeyPedia gives you the citation data to make your claims defensible and your documents inspection-grade.

Blog PostCRL Data In ActionApr 13, 2026 · George Kwiecinski
Press ReleaseKeyPedia™ Premium Content — Prompt Libraries, Document Analysis DataApr 3, 2026 · KeyPedia Agent
See all results for Observation & Report Writing→

04

Regulatory Monitoring & Intelligence

Don’t react to the inspection. See it coming. KeyPedia’s predictive analytics track warning letter trends, investigator activity, facility risk signals, and global guidance changes — so your team stays ahead of the regulatory curve, not behind it.

Blog PostBrowsing FDA Data and ResourcesAug 17, 2024 · George Kwiecinski
Press ReleaseKeyPedia™ Premium Content — Prompt Libraries, Document Analysis DataApr 3, 2026 · KeyPedia Agent
See all results for Regulatory Monitoring & Intelligence→

05

Supplier & Third-Party Risk

Before you sign a contract with a CMO or CDMO, pull their regulatory history. Warning letters, 483s, inspection outcomes, enforcement actions — KeyPedia surfaces everything a supplier would rather you didn’t find before the first call.

Content coming soon — browse related media →

See all results for Supplier & Third-Party Risk→

06

Global Market Intelligence

Regulatory intelligence doesn’t stop at the US border. KeyPedia aggregates enforcement data from 80+ health authorities — FDA, EMA, NMPA, ANVISA, Health Canada, PMDA — so your team understands the global risk picture, not just the domestic one.

PublicationThe Foreign Inspection Gap: FDA GMP Oversight of U.S. Drug Imports, 2014–2024Jan 1, 2026 · George Kwiecinski, Kevin Yuan
Blog PostAn Analysis of a Recent NEJM Publication: Substandard Generic Drugs — Threats to Patients and National SecurityMar 28, 2026 · George Kwiecinski
See all results for Global Market Intelligence→

07

FOIA & Records Access

FDA has records on every facility it has ever inspected. Most companies don’t know how to get them. KeyPedia automates anonymous FOIA requests, verifies existing records, and retrieves hard-to-find compliance documents — in three steps.

TutorialRequest Records in 3 Simple StepsDec 7, 2025 · KeyPedia Agent
Blog PostBrowsing FDA Data and ResourcesAug 17, 2024 · George Kwiecinski
See all results for FOIA & Records Access→

08

Drug Quality & Testing Intelligence

Regulatory filings don’t tell the whole story. KeyPedia integrates Valisure drug quality testing data — failed tests, contamination findings, market withdrawal signals — layered on top of enforcement history for the most complete picture of product risk available.

Blog PostAn Analysis of a Recent NEJM Publication: Substandard Generic Drugs — Threats to Patients and National SecurityMar 28, 2026 · George Kwiecinski
Blog PostDrug Quality in the Military Health System: CHSR 2026Apr 14, 2026 · George Kwiecinski
See all results for Drug Quality & Testing Intelligence→

09

Device Postmarket Surveillance

MAUDE signals, device recalls, and competitor postmarket behaviour, read the way a device quality team needs it. Devices & MAUDE by Riskbased.ai watches adverse events and recalls continuously, with control charts and benchmarks on FDA device data.

Blog PostBrowsing FDA Data and ResourcesAug 17, 2024 · George Kwiecinski
See all results for Device Postmarket Surveillance→

10

Drug Quality & Procurement

Directors of pharmacy and sourcing teams use the record to buy on quality, not price alone. KRA risk scores, supplier history, and independent drug quality data sit behind every purchasing decision, so green is bought and red is avoided.

Blog PostDrug Quality in the Military Health System: CHSR 2026Apr 14, 2026 · George Kwiecinski
Blog PostAn Analysis of a Recent NEJM Publication: Substandard Generic Drugs — Threats to Patients and National SecurityMar 28, 2026 · George Kwiecinski
See all results for Drug Quality & Procurement→

11

Physical Audit & Inspection

Machines, sensors and records report constantly, but someone still has to confirm what is physically on the floor. The AR Auditor and the autonomous audit robot check every asset, every shift, against what the systems claim.

Content coming soon — browse related media →

See all results for Physical Audit & Inspection→

Most software companies define a handful of use cases and check the boxes that they do them. That’s not what we do. We take our software with us to conferences, events, into inspections and facilities. We produce media and we show how we’re using it in those places and use cases. That’s what you can find in our media library. That is our use case.


KeyPedia is built for the real world.

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