Article library
539 articles and field notes
One recording, thousands of personalized versions. How variable speech plus lip-sync produces a relevant video per recipient without a second shoot.
Samhitha J Bhatt · Aug 17, 2026
Use an LLM judge to flag translation issues, test it against human reviewers and keep release decisions separate. A practical rubric and evaluation example.
Samhitha J Bhatt · Oct 7, 2026
If your translation vendor or a model provider goes down, what stops. How to keep publishing, and which asset is the one you genuinely cannot lose.
Samhitha J Bhatt · Aug 17, 2026
Residency, sovereignty and processing location are three different promises. What moves during a translation job, and what to ask a vendor about each.
Samhitha J Bhatt · Aug 17, 2026
Most first localization projects fail on scope, not translation. A sequenced roadmap for the first year, and what to deliberately leave until later.
Samhitha J Bhatt · Aug 17, 2026
Email creative is images, and images are where localization stops. What to keep as live text, what to render, and why the fallback matters most of all.
Samhitha J Bhatt · Aug 17, 2026
