Claim
3x faster. 67% fewer tokens. Dramatically more reliable This is what happened when we stopped fighting how LLMs think. 10,000+ developers used our API to build AI-generated interfaces over the past year.
Mechanism
Projects like Vercel's json-render & Google A2UI showed that separating structure from design was the right idea. But JSON itself was the bottleneck. So we built a format that works the way models actually think.
Conditions
Holds when: the operating context matches the post's stated frame (team shape, stage, tooling, buyer type).
Fails when: the practice is lifted into a different stage or buyer context without reworking the underlying mechanism.
Evidence
"This is what happened when we stopped fighting how LLMs think."
— Rabi Shanker Guha, LinkedIn, 2026-04-10
Signals
- rendering was too slow
- custom designs were hard to integrate
- models kept producing broken output.
Counter-evidence
No opposing view in current corpus.
Cross-references
- (none in current corpus)