The honest, humble entry: a chat UI calling an LLM API is genuinely simple, this register's own ideas do it constantly. Training a competitive foundation model from scratch is a different order of magnitude entirely — genuinely not a weekend, or a year, project.
VIBE SCORE 95/100
A moderate score above just means the individual parts are buildable — it isn't a build/buy recommendation on its own. Here's the actual reason this one's still JUST PAY:
The parts this build actually needs, each rated on its own — the average is the Vibe Score above.
| Landing page | 99 |
| CRUD database | 95 |
| User login | 92 |
Two real costs, not just "free": the AI agent's own usage, and hosting once it's running. Both are estimated from this app's own effort rating and component list — see the assumptions on the method page.
| AI agent — with a subscription (Claude Pro/Max, Cursor, etc.) | $0 marginal |
| AI agent — pay-per-use API, no subscription | $86–$172 one-time |
| Hosting, once it's running | $0/mo (free tier) |
| Domain name, if you want your own | ~$12/yr |
ChatGPT Plus costs $20/mo. Even paying per-token with no subscription, and accounting for hosting, this build pays for itself in about 9 months.
Just pay. The honest, humble entry: a chat UI calling an LLM API is genuinely simple, this register's own ideas do it constantly. Training a competitive foundation model from scratch is a different order of magnitude entirely — genuinely not a weekend, or a year, project.
ChatGPT Plus costs $20/mo (about $240/yr) as of 2026-08. That's what a working rebuild would save you.
Training or fine-tuning a foundation model competitive with existing frontier models requires resources — data, compute, and research expertise — on a scale individuals and most companies don't have Reliability, safety tuning, and factuality at the level users expect from a major model represents sustained research investment, not a feature This is the plainest 'don't even try to build the hard part' entry on the whole register — use an existing model's API, which is exactly what building your own chat UI on top of one already gets you
Closest matches on the register — ranked by the build parts they share with ChatGPT Plus, not just by category.
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