> For the complete documentation index, see [llms.txt](https://kvants.gitbook.io/kvants-whitepaper/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://kvants.gitbook.io/kvants-whitepaper/affiliate-and-growth.md).

# Affiliate and Growth

Referral attribution and ecosystem growth loops for software adoption, without execution-linked compensation claims.

The affiliate surface tracks referrals, clicks, signups, and activation events for software adoption. Current product facts show tracking and partner access, not payout mechanics.

The whitepaper does not describe affiliate compensation tied to trades, order flow, user balances, or execution activity. It also does not describe any live payout program that is not implemented.

Growth is framed as a product education loop: users discover the studio, learn the workflow, build models, and bring more software users into the research environment.