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Vizuro’s Apotek Wins Silver Award in Cross-disciplinary Excellence Category at the 2026 Taipei Biotech Awards
On September 30, 2026, the Vizuro / Apotek team attended the Taipei Biotech Awards ceremony, where Apotek received the second place (Silver) in the Cross-disciplinary Excellence Award category. This recognition marks an important milestone in Apotek team’s efforts to integrate multimodal AI and biomedical expertise to advance drug asset redevelopment. Often referred to as “Taiwan’s biotech Oscars”, the Taipei Biotech Awards are organized by the Taipei City Government and open
Esther Chen
Sep 303 min read
Randomize Everything. Just Don't Mix the Domains.
Domain randomization is supposed to stop a model from memorizing its surroundings. Our thermal-imaging experiment showed us exactly where that idea stops working. Synthetic data comes with a familiar rule: if you don't want the model to memorize something, randomize it. Change the lighting. Change the camera angle. Change the texture. Swap the background, again and again. Do it enough, and the model should stop caring about the scenery and start learning the object itself. Th
Finn Chen
Sep 224 min read
Where Your Next Marketing Dollar Goes
We rank your channels by the growth each one will actually buy you — without ever asking for your analytics, your ad accounts, or your sales data. Search stopped sending traffic. Roughly 60% of searches now end without a click to any website — the answer arrives on the results page and the visit never happens (Bain & Company). The audience is still there. The measurable evidence that you reached them is not. Marketers know it. They just can't see it. 43% of marketers say they
Caslow Chien
Sep 154 min read
Beyond AI Citations: How GA4 and Social Listening Reveal the True Impact of GEO
Written by Freya Zhang GA4 can tell you what visitors do after arriving from AI — but not whether AI recommended you in the first place. Together, these two signals form the full GEO impact story. Key Takeaways GEO tracking shows whether your brand appears in AI answers; GA4 reveals whether visitors then take valuable action — inquiries, downloads, purchases. GA4 only captures AI traffic when a platform sends referral data. Many AI apps and browsers don't, and Google's AI sea
Caslow Chien
Sep 82 min read
What Makes AI Useful in Drug Development?
Why context of use, validation, and asset-level evaluation matter in pharmaceutical R&D On July 30, 2026, Vizuro took part in an expert roundtable hosted by Taiwan's Science & Technology Law Institute (STLI), Institute for Information Industry (III), on the use and governance of AI in the pharmaceutical industry. The discussion covered applications across R&D, manufacturing, quality, data management, and commercialization, and was later featured by Global Bio & Investment Mon
Esther Chen
Sep 63 min read
Not Just Relacing Real Data with Synthetic. Multiply It.
Synthetic data can sure replace real data in most cases, but adding a bit of real date can help calibrate and anchor the models for better results.
Finn Chen
Sep 45 min read
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