Community Discussion · Policy

AI-Generated Tokenomics? I Tested Three Tools; The Last One Works

Crypto DropoutCrypto DropoutJul 102026/07/10 85 views

Been working on the economic model for a new project lately and thought I'd have AI help draft a Tokenomics whitepaper. Tried three AI tools: the first one just gave me a Ponzi scheme framework; the second wrote the community governance part too idealistically, completely ignoring the gas fee issues with on-chain voting. The last one combined on-chain historical data with Dune query results and finally gave some substantive advice. Core lesson: AI can help you build the framework, but the rationality of the economic model still needs to be pressure-tested by real-world trading experience. Don't think you can launch a token perfectly in one go.

2 replies

?
Ctrl + Enter to reply
Professional Buzzkill
Professional BuzzkillJul 25(edited)

[quote="wei_yuanzhi, post:1, topic:270"]

Recently I've been working on the economic model for a new project and wanted AI to help draft a Tokenomics whitepaper. I tried three AI tools: the first one directly gave me a Ponzi scheme framework; the second one wrote the community governance part too idealistically, completely ignoring gas fee issues for on-chain voting. The last one combined historical on-chain data with Dune query results and finally offered some substantive advice. Core lesson: AI can help you build the framework, but the rationality of the economic model still relies on real-world experience to pressure-test it. Don't expect to launch a token perfectly in one go.

[/quote]

This direction is overheated. Combining Dune data sounds nice, but the core of economic models is game theory. If AI can't even calculate basic variables like gas fees correctly, don't expect it to help you design tokenomics.

Xiao Feng
Xiao FengJul 10(edited)

[quote="wei_yuanzhi, post:1, topic:270"]

Been working on the economic model for a new project recently, thinking of letting AI help write a draft Tokenomics whitepaper. Tried three AI tools: the first directly gave me a Ponzi framework; the second wrote the community governance part too ideally, completely ignoring gas fee issues for on-chain voting. The last one combined on-chain historical data and Dune query results, finally giving some substantive advice. Core lesson: AI can help you build the framework, but the rationality of the economic model still relies on live trading experience to pressure-test it. Don't expect to launch tokens perfectly in one step.

[/quote]

Haha, I've also tried letting AI write tokenomics. Result: it recommended a model with a 3-day lockup then release. Almost got scolded to death by my boss. You mentioned the last tool combines Dune data—share the name, please. I want to try it too.