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ai sourcing.

21 articles

Built for

Engineering roles that stay open too long

Every serious evaluation costs senior engineering hours, so the funnel starves long before the market runs out of names.

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Built for

Healthcare AI talent, not a shift-fill desk

Hospital AI and clinical-AI companies need people fluent in both workflow and models. Metix maps that pool. It is not a high-volume nurse staffing product.

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Built for

Security engineering search on a public talent graph

Find security engineers, detection talent, and security ML on 860M+ profiles. Clearance, if the role needs it, stays an employer check. We do not sell a cleared-talent pool.

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Built for

Fintech engineering and the quant-AI corridor

Thirty fintech engineering orgs and a 25-firm quant-to-lab corridor are already mapped on this site. Mira books the interviews. You keep the compliance bar.

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Concepts

What candidate sourcing actually is

Sourcing finds people who have not applied. Recruiting finishes the hire. Most tools stop at a list. Ask what lands on the calendar.

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Concepts

Talent mapping is a picture of the market, not a hire

A map shows who works where and who is stuck. It does not book the interview. Use it to write the bar. Then run the search.

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Concepts

Active sourcing is a continuous job

Outbound search works until the week fills with other work. The stall is follow-through, not Boolean. Tools that hand back a list do not fix that.

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Concepts

Proactive recruiting is search before the req is on fire

The 44-day fill clock includes days nobody was looking. Write the bar early. Keep the conversation alive. A stale spreadsheet is not a pipeline.

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Product

Semantic AI sourcing across 860M profiles

Keyword search finds people who used your words. Semantic sourcing reads 860M+ profiles by meaning and finds the people who do the work, with the biggest expected gains on long-tail roles.

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Rankings

7 best AI recruiting tools for startups in 2026

No overall winner. If nobody can run a search, Metix AI is $49/mo for 3 interview-ready candidates. Dover is the free ATS. Juicebox Starter is $99/seat/mo yearly.

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Rankings

7 best AI recruiting platforms for startup recruiting teams

Seven recruiting platforms for startups that already have a recruiter. Search control, ATS relationship, and published price, checked August 2026.

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Rankings

Best AI recruiting tools 2026, ranked by the job they do

Fourteen tools, five jobs, no single winner. The pick is whoever publishes a price for the work you cannot do yourself. Every figure carried from our August 2026 vendor-page reads.

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Comparisons

hireEZ vs LinkedIn Recruiter: which one fits your team?

One searches 45 or more platforms and covers most of the recruiting process. One owns the network the profiles live on. Data model, InMail limits and the credit cap that quietly deletes them, ATS depth, security review and published price, checked against both vendors' own pages in August 2026.

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Comparisons

Metix AI vs Fetcher: sourcing desk or booked interview

Fetcher hands a recruiter the sourcing desk, and on Amplify, $649 a month on annual billing, a dedicated human sourcer along with it. Metix AI hands back a qualified, interested candidate already booked for a first interview. Published pricing for both, and the trade-off each buyer accepts, checked August 2026.

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Pricing & cost

What AI recruiting tools actually cost in 2026, read off the vendors' own pages

Fourteen AI recruiting tools, every price read off the vendor's own page, most of them on 10 August 2026. Eleven publish at least one number, Paradox, Findem and GoPerfect publish none, and the gap between sticker and spend comes from three places: seats that multiply, quotas that run out, and tiers that only exist behind a sales call.

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Comparisons

Metix AI vs SeekOut: talent search versus delivered candidates

SeekOut searches a claimed 1B+ profiles behind 300+ filters and hands the campaigns back to your recruiters; its quote-only Spot service delivers screened candidates instead. Metix AI prices the delivered interview itself, $49 to $299 a month, checked August 2026.

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Comparisons

Metix AI vs hireEZ: recruiting engine or finished interview

One arms the recruiting team you already have, on top of the ATS you already run; the other books qualified, interested candidates on your calendar and spends a credit only when one is delivered. Published pricing and the trade-offs, checked August 2026.

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Alternatives

LinkedIn Recruiter alternatives for startups without a recruiting team

Six alternatives to LinkedIn Recruiter, with the published price for each and the recruiting work each one leaves with you. Written for startups that have nobody running recruiting.

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Comparisons

AI sourcing tool vs AI recruiter: what's the difference?

A sourcing tool hands you a list. An AI recruiter hands you interviews. Where each one stops, what stays on your desk, and how to tell them apart on one live role.

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Alternatives

Juicebox alternatives in 2026, priced from the vendors' own pages

Nine tools people move to when Juicebox stops fitting, with every price read off the vendor's own page on 27 July 2026, plus the widely repeated figures that do not survive a check.

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Research

Mira-Embeddings-V1: Domain-Adapted Semantic Reranking for Recruitment via LLM-Synthesized Data

A recruitment-domain semantic reranking system that uses LLM-synthesized supervision and boundary-aware reranking to improve candidate retrieval recall.

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