Instant Clarity: AI Cut 100 Suspect Counterfeits Down to 5 Variants for Top 10 Pharma
The Challenge
After an anti-counterfeit initiative that relied on packaging markers fell short, a leading pharmaceutical company was left exposed. Counterfeit complaints were coming in from across the globe, but the company had no way to distinguish isolated incidents from larger threats. They needed a fully non-additive solution that could work with existing packaging already in the field, as packaging often remains in circulation for up to five years.
What they faced:
- Increased product quality complaints involving suspected counterfeit contact lenses
- A legacy vendor whose marker-based solution failed
- Urgent need for a non-additive, scalable solution that could analyze packaging without modification already in the field.
Solution
TrueMed offered something their prior vendor couldn’t:
- Non-additive forensic analysis
- Instant Digital lab and field capability to analyze potential counterfeits
- Immediate insights and reporting
With TrueMed’s AI-powered Digital Forensic Lab, the company could analyze and cluster counterfeits based on packaging design with no added markers required.
Before TrueMed
- 100+ complaints, no pattern
- Every case treated as unique
- Failed packaging marker system
- No scalable field solution
After TrueMed
- 5 clear counterfeit variants
- Visual clustering by AI
- Zero product modification
- Field-ready forensic intelligence
Our lab had been treating every counterfeit as a separate case. TrueMed revealed the pattern behind the noise. This is a leap forward in how we handle brand protection.
— Director, Global Brand Protection
How it Worked
TrueMed analyzed 10 key graphical packaging elements per sample (fonts, logos, print quality) and applied a custom clustering algorithm to identify shared patterns.
100 counterfeits were grouped into just 5 meaningful variants.
This allowed the client to:
- Identify geographic spread of variants
- Understand visual “mutations” across time
- Focus enforcement where it matters most

Impact and Looking Ahead
TrueMed helped the client shift from reacting to 100 scattered counterfeit cases to focusing on 5 key threats—revealing actionable patterns behind the noise.
- Transformed isolated investigations into pattern-driven strategy
- Boosted internal confidence in scalable, non-additive solutions
- Set the stage for long-term cost savings and broader rollout


