Ideas for pharma marketing teams
building with AI.
Notes on grounded content, MLR-native workflows, and what actually changes once AI is writing the first draft.
Latest
View allExplore by topic
Start with the questions your team is asking.
All articles
Everything we have published, newest first.
Want to see Magic Studio on your brand?
Video, docs, ads, approved email and web, made from your approved claims and ready for MLR review.
Platform6 min read
The Brand Dossier is the real AI moat in pharma marketing
Every model can write a sentence. Almost none of them can prove where a claim came from. That gap is the whole game, and it's why grounding beats prompting every time.
Jul 18, 2026
Engineering10 min read
Citation linking at scale: tracing every claim back to a page number
The engineering behind a citation you can actually click through to the source, run across thousands of assets a month without drifting.
Jul 15, 2026
Case Studies8 min read
How a top-15 global pharma brand cut MLR cycle time by 98%
Same compliance bar, a fraction of the review cycles. Here's what changed when every asset started from one verified Brand Dossier.
Jul 12, 2026
Compliance5 min read
MLR bottlenecks are costing pharma brands more than time
Every extra review cycle has a price tag, and it is rarely the one finance is tracking.
Jul 11, 2026
Engineering9 min read
Building a retrieval layer that never lets a model guess
Why every SwishX output is grounded in a retrieval pass over your approved label, not a model's training data, and how that pipeline is built.
Jul 8, 2026
AI Strategy7 min read
From brief to review-ready: what changes with digital co-workers
Five specialists, one brief, zero handoff delays. Here is what the workflow looks like end to end.
Jul 3, 2026
Case Studies7 min read
From 3 formats a quarter to 30: an oncology brand's content turnaround
A mid-size oncology team was shipping one format at a time. Twelve weeks later, one brief was producing video, visual aids, and email together.
Jun 28, 2026
Compliance4 min read
Fair balance, automated: what changes and what doesn't
Automating the ISI is not the same as automating judgment. Here is where the line actually sits.
Jun 24, 2026
Engineering8 min read
Why we built on MCP instead of rolling our own tool protocol
Model Context Protocol gave our digital co-workers a standard way to reach your Brand Dossier, Veeva, and every other tool without five bespoke integrations.
Jun 20, 2026
Platform6 min read
30 formats, one source of truth: rethinking content ops for pharma
What happens when every format your brand needs comes from the same verified starting point.
Jun 15, 2026
AI Strategy5 min read
Why generic AI tools can't write your next approved asset
ChatGPT knows medicine in general. It has never read your label. That is the whole problem.
Jun 5, 2026
See it run on your own brand.
Book a 30-minute demo and watch a brief become a review-ready asset before the call ends. Or start free and make one yourself.

