QuoteFirst AI
Know what every AI prompt will cost before you run it
What this is
Estimates what an AI prompt will cost across hundreds of LLMs before you run it, so teams can compare models and control spend.
Our one-line summary — not the founder’s tagline.
- How it works
- Estimates cost per prompt across providers via web, API, or MCP server
- Best for
- AI teams trying to forecast and control LLM spend before execution
What we measured
Nobody else publishes this — it comes from knocking on the door every day.
- Watched by us
- 4 days
Where it shows up
Every group here is a page of its own — each one checked daily.
The numbersIs it still shipping, is it overpriced, where did it land — and what the price is built from.
League price & chart
No money. No seat. It goes on your record — and in 28 days reality settles it.
Calls are closed while we rebuild accounts. You can still read every one of them.
Finance. Launched 4d ago on Product Hunt, picking up 1 votes. Today, it's live, but nothing on the site has changed since we started watching.
Quiet for 4 days — no penalty yet, but quiet doesn't stay free.
We check this site every day, ourselves. A founder can post “still working on it” — a claim like that doesn't price. What we price is what we can verify from the outside: evidence, not announcements. The real question isn't “will this be huge?” — it's “will they still be moving in four weeks?”
The market viewHow this launch is priced and ranked in our league — the investor side of the page.
ranked by the reality anchor, not the market price
It launched on Product Hunt with 1 votes.
No matter how much money goes in. There is no pump here — you can't make yourself right by buying more. The line only moves on things that actually happened: an award, revenue that grew, a new platform, code that shipped — or silence.
A launch that goes quiet eases down a little at a time — never a cliff you could have run from the night before.
Daily tracking just started for this launch — the first point is on the board. A second reading lands with tomorrow's run, and the curve builds from there.
How the launch is moving on its own board, day by day — the crowd's attention.
A flat line is normal: votes stop within a day or two of launch, on every board. What's unusual — and what actually counts — is a launch that keeps pulling votes long after its day is over.
About
AI teams often run prompts without knowing what they will cost, making it difficult to compare models, forecast spending, and avoid expensive surprises. QuoteFirst AI estimates the cost of your prompt across 100s of LLMs before execution. Compare models and providers, select the best option for your budget and workload, then run it through a simple interface, API, or MCP server. Stop guessing which model to use. Get a real quote first, then execute.
Where it launched
1 platform| Platform | Votes | Counts toward price | Link |
|---|---|---|---|
| Product Hunt | 1 | sets the price | ↗ |
The board it did best on sets the price. Every other board only adds to it if the launch also placed high on that board too — because just showing up somewhere isn't an achievement. Listing on twelve directories is free; placing well on them isn't.
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