Warm-Intro Your Way Into AI Engineer Roles
Your resume is one of 800 for every AI Engineer opening, and the filter never sees it. The honest fix: reach the people already shipping agents from a shared connection, so a human pulls you out of the pile.
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A plain LinkedIn search buries the people who would actually help you.
It ranks by prominence, so the most-followed, most-messaged names sit on top. FindWarmIntros surfaces the coworkers who share your school or a past employer - the people most likely to reply - and hands you a ready-to-send intro.
✍️ Ready-to-send intro“Hi - we both studied at [your school]. I’d love to hear about your path to a company you are targeting before I apply…”
… plus everyone else in your network who can put in a good word.
See who can refer you in - pick a tech target:
Why the applicant pile is fatal for AI Engineer roles
AI Engineer postings pull thousands of applicants because every bootcamp grad and every backend dev retitling themselves applies. The ATS ranks on keyword overlap and years-of-title, so a strong builder with a two-year-old title loses to someone who stuffed 'LangChain, RAG, agents' into a bullet list.
The people who actually get hired are surfaced by a teammate who says 'talk to this person.' That referral skips the keyword filter entirely. So your job is not to write a better resume, it is to become the name an insider types into the referral form.
How to find the people building the agents
The engineers shipping agentic automation leave a public trail. Follow it to find who to reach, then find your shared thread with them.
- Read the commits and issues. Open the company's public repos, their agent or orchestration libraries, and note who reviews PRs and closes issues. Those are the builders, not the recruiters.
- Watch the talks and blog posts. Whoever gave the conference talk on their eval pipeline or wrote the post-mortem on a flaky tool-calling loop is reachable and proud of that work.
- Find the shared thread. Same university lab, same former employer, same open-source project, or a mutual you both worked with. Shared context is the difference between a reply and silence.
- Prioritize ICs one level above you. A senior engineer on the team refers more credibly than a manager who never saw your code, and they answer faster.
The message that earns a referral (and where a tool helps)
Lead with the thing you share and the specific thing they built: 'Saw your talk on cutting your agent's tool-call retries, I hit the same wall at my last job.' Then make helping you cost 30 seconds: ask one concrete question or offer to show a small agent project you shipped. Never open with 'are you hiring.' The ask comes after you have proven you speak their language.
The slow part is finding who at a company shares a connection with you and ranking who is worth messaging. FindWarmIntros does that finding-and-ranking step: you give it a target company and your background, and it surfaces the real people you overlap with plus a drafted intro you can edit. You still send the message and build the relationship, but you skip the hours of manual digging through repos and profiles.