Sick Francis style of mystery was a big influence of the story of poison studies.
- First-Person POV: Snyder adopted her immersive, immediate first-person storytelling perspective directly from her love of Dick Francis's thrillers.
- Chapter Endings: She intentionally mirrors Francis's signature technique of placing mini-cliffhangers at the end of every chapter to keep pacing swift and addictive.