How this works
A team describes a fine-tuning or retrieval project in a short outline. We set it against what providers publish, send back a shortlist, and connect the team only with the provider it chooses. Any fee comes from that provider, never from the team.
The four stages after an outline arrives
Reading your outline
Your outline covers the task, the labeled examples on hand, the model you lean toward and any rule about where it must run. We go through all of it. If a gap would change the answer (say, no test set yet, or no decision on hosting), we write back with a question first.
Matching it to published offers
Next we set the outline beside what platforms and service firms state publicly: base models supported, tuning methods, deployment options and any stated minimum engagement. This is a desk check of published material. We do not run benchmarks on anyone or audit them.
Naming the candidates
Our reply names one provider or a short list, each with a line on why it suits the outline. Research them, strike any off, or keep the project in-house; all of those are fine outcomes.
Waiting for your go-ahead
Contact details and the outline reach a provider only after you pick it and say so in writing. After that the conversation, the scoping and the pricing happen directly between your team and theirs.
Things this service stays out of
- Your data. We are never sent training sets, documents, prompts, logs or weights, and would not open them if we were. There is no upload anywhere on the site; real records do not belong in the outline either.
- Charging your team. The introduction is free to the team asking, and there is no agreement with us to sign.
- Deal terms. Scope, price, security clauses and the contract are settled by your team and the provider alone.
- Quotes. Every figure here comes from a provider's own pricing page, dated. It explains how billing works and is never a quote for your project.
Where the money comes from
If a project goes ahead after an introduction, the provider involved may pay this site a referral fee. Those fees are its only income. They have no say over which providers our pages mention, in what order, or which published figures we reproduce.
To reach us about your personal details, including deletion, use the email address given in the privacy notice.
Get a quote
Only three things are needed: the company's ZIP code, where to send our answer, and a short sketch of the project in taps. The answer names providers whose published offers line up with it.
Keep data out of this form: no samples, records, weights or keys. Describing the task in words gives us enough to work with.
This site is an introduction service, and a provider it introduces you to may pay it a fee. Your details stay with us until you approve a named provider.
Received. Thanks for the outline.
- Next we set it against the published offers of fine-tuning providers: their models, methods and deployment options.
- An email follows naming the ones that fit, with a reason for each. Your details go nowhere until you approve one.
- From there, that provider deals with your team directly and prices the job. This site plays no part in the contract.