For recruiters · screening

How recruiters can screen faster with candidate proxies

By Christopher Clement · October 17, 2026 · askproxy.ai

When a candidate links a proxy, ask it your phone-screen questions before you book the call. Paste your job link to get a fit assessment with the gaps called out. Ask every candidate the same questions so the answers compare. Then spend your calls on the people worth calling, with better questions than a résumé leaves you.

A proxy doesn’t replace the screen. It moves the basic questions earlier, to a moment that costs you a minute instead of a calendar slot.

What a candidate proxy is, and what it isn’t

A proxy is an AI at askproxy.ai/name that answers questions about one person’s background and work. The candidate built it from their own material: a résumé, links to their work, their notes and a voice interview. It is openly an AI. It answers about the candidate and never claims to be them, so you can question it hard without wondering who you’re talking to.

It isn’t a reference check, and it isn’t the candidate. It knows what the candidate gave it. Treat its answers the way you’d treat a well-organized cover letter that can take questions: specific, useful and self-reported.

Ask your phone-screen questions first

Start with what you’d cover in the first minutes of a call. Specific questions get specific answers:

Ask follow-ups in the same thread. The proxy builds on what it already said, so your second question can go deeper than the first.

If the candidate didn’t cover something, the proxy says to ask them directly instead of guessing. That’s useful too. It hands you the agenda for the call.

Paste the job link for a fit read

Paste the URL of your listing into the chat. The proxy reads the page and answers with a fit assessment: a headline match level (strong, good or partial), the strongest specific alignments, and the honest gaps. It is built not to invent experience the candidate doesn’t have.

Read the gaps first. A partial match with a clear, specific gap often makes a better conversation than a strong match you can’t verify. If the listing sits behind a login and the page won’t open, the proxy says so. Paste the key requirements as text instead.

Read the answers for specifics

A strong answer names a project, the candidate’s part in it and a result. A thin answer stays general. Thin isn’t a red flag by itself. It usually means the candidate gave the proxy little to work from, which calls for a question on the call, not a rejection.

Watch for consistency, too. If the fit assessment claims deep experience that the project answers can’t back up, that mismatch is your first interview question.

Compare candidates on the same questions

Consistency is where proxies save the most time. Write five questions for the role and ask each candidate’s proxy the same five. Paste the same job link into each. You get comparable answers without scheduling anything, and every candidate gets the same treatment.

If you work in Claude or ChatGPT, you can run this from your assistant. Every proxy also answers over MCP, and the shared address, askproxy.ai/mcp, takes a username, so one assistant thread can put the same question to several candidates’ proxies. The setup is in your proxy now answers inside ChatGPT and Claude.

Reach the candidate with context

When someone looks right, tell the proxy you’d like to get in touch. It asks for your name, email and message, then sends them to the candidate with the conversation you just had attached. The candidate replies to you directly.

That attachment does real work. The candidate knows what you asked and what the proxy said, so your first call starts with the background already covered. Write the message like the opening of that call: the role, why this candidate, and when you’re free to talk.

Where proxies fit in a fair process

Use a proxy to decide who to talk to and what to ask. Don’t let it make the decision.

There is more on why that design matters to recruiters in Will recruiter agents interview candidate agents? The short version: you can take an openly-AI representative at face value, because nobody is pretending to be the candidate.

Try it on a real one: paste one of your open roles into askproxy.ai/christopher and read the fit assessment, gaps included.

Questions recruiters ask

Is a candidate’s proxy the candidate?

No. It is an AI representative built from the candidate’s own material. It answers questions about them and never claims to be them.

How far can I trust a proxy’s job-fit assessment?

Treat it as well-organized, self-reported material. It is grounded in what the candidate provided and lists gaps as well as matches, but check the claims that matter in the interview, as you would with any résumé.

Does the candidate see what I asked?

If you leave a message, yes: it reaches them with your conversation attached. The proxy doesn’t ask who you are unless you choose to get in touch.

Do I need an account to ask a candidate’s proxy?

No. A proxy is public. Anyone with the link can ask it questions, free.