Surfient Team
Notes, release rundowns, and field reports from the team building the Surfient AI indexing platform.
- Product updates
- Release rundowns
- Field reports
- Built-for-Shopify notes
- Posts
- 2
- Guides
- 0
Notes, release rundowns, and field reports from the team building Surfient — the Generative Engine Optimization platform purpose-built for Shopify. When a piece is authored collectively or represents a cross-functional product decision rather than a single contributor's view, it carries this byline.
- Product updates
- Release rundowns
- Field reports
- Built-for-Shopify notes
Posts by Surfient Team
- 8 min read
llms-full.txt — the file that lifts citations 30%
Ship llms.txt and you've given agents a map. Ship llms-full.txt and you've given them the book. This is the template, the serving notes, and the measured lift.
- 10 min read
Anatomy of an AI-cited product page
A section-by-section teardown of the Shopify PDP structure that earns citations from all four major AI assistants. The pattern is more specific — and more copyable — than most merchants expect.
Every post and guide from the Surfient research team.
Weekly field notes, structured playbooks, and deep dives on how ChatGPT, Perplexity, Claude, and Google AI Overviews decide which Shopify store gets quoted.