Occasional LLM Pool

Pay-per-use access to top AI models for infrequent users

Problem

A user says his non-coding friends need top models only occasionally — a few times a month at most. Paying for a Plus subscription isn't worth it, so they're stuck with weaker models. Meanwhile, second-hand account trading for ChatGPT has its own code words, showing real demand with no legitimate low-frequency option.

Solution

A compliant API proxy layer that charges per use or per token, letting users access top models without a monthly subscription. It provides a simple web chat UI, prepaid balance, usage alerts, and targets individuals with occasional needs.

Users

Casual users, students, and non-technical friends who want top AI but not a monthly fee

MVP

Web chat UI; per-token or per-request billing; prepaid credits; support for mainstream models; simple usage stats

Revenue

Markup on API usage or token packs; no account reselling — stick to official APIs

Why now

Models keep getting stronger but subscription barriers hurt low-frequency users; active grey-market trading proves demand, and a compliant proxy can fill the gap