Hiring engineers at scale is a broken process. A typical mechanical engineering or electrical engineering role—say, a mid-level position at a tier-1 automotive supplier or industrial manufacturer—will pull anywhere from 40 to 150 applicants in the first two weeks. Of those, maybe 60% are genuinely qualified; the rest are geographic mismatches, overqualified senior people fishing, or resume-spray applicants. Hiring managers drown in the noise. The worst bottleneck isn't finding bodies. It's screening. A single hiring manager might spend 3-5 hours just doing initial phone screens, only to discover that a candidate who "looked perfect on paper" can't articulate their project experience, has no idea what a design-for-manufacturability checklist looks like, or ghosted three other companies in the past two years. Traditional placement-fee firms—the ones charging 15-25% of first-year salary for a single placement—exploit exactly this pain. They position themselves as gatekeepers of quality, promising to handle the grunt work of vetting. But what they actually do is bundle high fees, slow turnaround (often 4-8 weeks), and minimal transparency into a "concierge" narrative. Most hiring teams tolerate these fees because the alternative—spending 20-30 hours per open role on screening—feels worse than the $15,000-$35,000 fee hit.
2,570/mo
Engineering recruiting searches
10-15 min
Per applicant interview
$0
Placement / hire fees
2,570/mo engineering recruiting searches. Hiring engineers at scale is a broken process. A typical mechanical engineering or electrical engineering role—say, a mid-level position at a tier-1 automotive supplier or industrial manufacturer—will pull anywhere from 40 to 150 applicants in the first two weeks. Of those, maybe 60% are genuinely qualified; the rest are geographic mismatches, overqualified senior people fishing, or resume-spray applicants. Hiring managers drown in the noise. The worst bottleneck isn't finding bodies. It's screening. A single hiring manager might spend 3-5 hours just doing initial phone screens, only to discover that a candidate who "looked perfect on paper" can't articulate their project experience, has no idea what a design-for-manufacturability checklist looks like, or ghosted three other companies in the past two years. Traditional placement-fee firms—the ones charging 15-25% of first-year salary for a single placement—exploit exactly this pain. They position themselves as gatekeepers of quality, promising to handle the grunt work of vetting. But what they actually do is bundle high fees, slow turnaround (often 4-8 weeks), and minimal transparency into a "concierge" narrative. Most hiring teams tolerate these fees because the alternative—spending 20-30 hours per open role on screening—feels worse than the $15,000-$35,000 fee hit.
The engineering vertical is categorically harder to recruit for than, say, customer success or content roles. Engineers live in a world of hard constraints. A mechanical engineer needs to prove they've actually used CATIA or Solidworks at production scale, not just in college coursework. Electrical engineers need specific domain knowledge—power systems, PCB design, firmware—that can't be faked in a 20-minute call. Civil engineers in regulated markets (highways, utilities, geotechnical work) need PE licensure; you can't hire around that. Then there's the screening velocity problem: a hiring manager for ten electrical engineer openings at a semiconductor company can't just text-skim 200 applications. They need someone to run structured conversations that uncover whether a candidate has actually designed and shipped products, managed cross-functional teams, or debugged a production failure at 2 a.m. Add compliance constraints—many defense and aerospace engineering roles require security clearances—and the recruiting process becomes a long, manual gauntlet. Volume makes it worse. A single Tier-1 automotive supplier posting a manufacturing engineering role in the Midwest will see 80-120 applicants in the first week. Sifting that down to a credible shortlist of five candidates, then scheduling and running phone screens, takes 30-40 hours. Engineering teams are already stretched on delivery; they don't have that capacity. The shortage of qualified screeners—experienced people who can actually talk credentials with engineers—means hiring teams often miss strong candidates hidden in the pile, and sometimes move forward with people who interview well but can't execute on the actual job.
Raffi cuts this loop from 40 hours and eight weeks down to days. Here's how it works for engineering: A hiring manager posts a role on their ATS (Workable integration), describing the specific requirements—"five years CATIA experience in automotive" or "PE-licensed civil engineer for transportation infrastructure." Applicants apply directly. Raffi automatically sends an email invite with a self-booked scheduling link; the candidate picks a 15-minute slot that works. At the scheduled time, Raffi runs a structured voice interview. The questions are adaptive, role-specific, and grounded in the engineering competencies that actually predict on-the-job performance: technical depth (can they explain a past design decision and the trade-offs they considered?), problem-solving process (walk us through a time you solved a technical ambiguity), team collaboration (how did you handle disagreement with a coworker on technical approach?), and regulatory or domain awareness (for civil or electrical roles, understanding of code or standards). Raffi scores every candidate against a rubric that the hiring team defines upfront. At the end of the call, the candidate gets instant feedback and a clear next step. The hiring manager sees a ranked shortlist within hours, with full transcripts, audio recordings, and Raffi's structured scores. From there, the operator team can jump into a real conversation: "Candidate B scored highest on technical depth but lowest on collaboration. Candidate D is a PE but flagged some domain gaps. Who do we want to move to the design review with the principal engineer?" That conversation replaces the 15-email thread. The whole cycle for 50 applicants takes 3-5 days, not six weeks.
The math is direct. A 12-minute structured interview costs $5.40 ($0.45 per minute × 12). A batch of 50 qualified applicants—the volume you'd see from a mid-market Mechanical Engineering role—runs about $270 in interview costs. Add 5-6 email invites at $0.10 each, and you're at ~$320 total for full-cycle intake and screening. A traditional placement firm charging 20% of first-year salary on a $95,000 mechanical engineer role costs $19,000 upfront (not including a second placement fee if the first person doesn't stick). The unit economics don't even compete. Even if you run interviews for 100 applicants instead of 50—because, say, the role is in a tight labor market—you're at $600 in interview costs. And that assumes you only hire one person. If you have five mechanical engineer requisitions open, the placement-firm model becomes brutal: you're paying fees for each one, often $15,000-$30,000 each, before you've hired anyone. With Raffi, you pay for the interviews and screening process, not for outcomes you haven't achieved yet. You also keep full control of your hiring decisions and timeline.
What makes an engineering interview different from, say, a customer success screen is that every answer needs to be concrete and verifiable. Raffi's rubric for engineers weights: (1) Technical Credibility—does this person actually have hands-on experience in the required domain, and can they explain it precisely? (2) Design Thinking—can they walk through a project from requirements to trade-offs to execution? (3) Problem-Solving Approach—do they talk about ambiguity resolution, first-principles thinking, or do they jump to solutions? (4) Failure & Learning—real engineers fail; the question is whether they reflect and iterate. (5) Cross-Functional Collaboration—especially for anything beyond pure IC work, can they articulate how they've worked with manufacturing, product, or operations? (6) Regulatory or Domain Awareness—for specialized verticals (civil with PE requirements, electrical with code knowledge, aerospace with AS9100), does this candidate demonstrate familiarity? A candidate might interview with great communication skills but score low on Technical Credibility and Problem-Solving Approach; that's a real disqualifier, and Raffi's scoring makes it visible immediately instead of buried in vague hiring notes.
Every interview runs under the same conditions. Anti-cheat detection runs in the background—Raffi flags if someone is obviously reading from a script or using an external resource mid-call. Every conversation is transcribed and recorded; there's a full audit trail. If a hiring team disputes a score, they can replay the exact moment and re-evaluate. This matters for compliance. NYC Local Law 144 requires transparency in AI-driven hiring; Raffi publishes the rubric and the reasoning. EU AI Act compliance means documented fairness testing and demographic parity checks. Teams hiring into regulated sectors (defense, medical device, aerospace) often need to document their screening process; Raffi's full transcript and structured scoring satisfy those audits. No hidden algorithms, no black-box resume screeners that reject 95% of applicants before a human ever sees them.
If inbound applications don't fill your pipeline, Raffi's Talent Directory gives you access to a cross-tenant network of engineers already evaluated on core competencies. Instead of buying a weekly resume database dump or hiring a recruiter to scrape LinkedIn (which is slow and legally ambiguous), you can reveal contacts for engineers matching your criteria—CATIA designers in Michigan, civil PEs in California, firmware engineers in Austin. Reveals cost $0.30 per email or $1.50 for email + mobile. Raffi then runs the same structured interview loop on outbound candidates, so you get the same data richness and ranking whether someone applied or was engaged from the directory. This is especially valuable for niche engineering roles—there might only be 40 qualified PE-licensed civil engineers in a given region, and passive sourcing ensures you see them.
Raffi is not a replacement for a retained recruiter in every scenario. If you're hiring a VP of Engineering or a principal architect—roles that require deep technical judgment and often rely on relationship trust—a retained search firm that spends eight weeks vetting and networking can still make sense. If you're in a geographic area with near-zero local engineering talent and need to sponsor visa candidates (H-1B, TN, etc.), you'll want human recruiter support to navigate those waters. But if you're running a mid-size hiring campaign—3-10 open roles, 40-100 applicants per role—Raffi cuts your time to hire by 60-80% and your cost per qualified candidate by 95%. If you need to run high-volume screening for manufacturing or early-career engineer roles, the ROI is even stronger.
Start by posting a role in Workable. You'll see applicants land in Raffi's queue within hours. Click to launch the email invite workflow, set your rubric (or use Raffi's engineering template), and step back. Candidates self-book interviews over the next 1-3 days. Raffi runs all the calls, scores all candidates, and hands you a ranked shortlist with full recordings and transcripts. You can start interviewing finalists while screening is still running. If you've got a backlog of qualified applicants but no bandwidth to call each one, or if you're sourcing from the Talent Directory, the same process applies. Real pipeline velocity in days, not months.
Raffi calls every applicant for a 10-15 min structured interview. Not just the top 5 résumés — every one. Result: nobody good slips through.
Conversational AI interview, rubric-anchored scoring, transcripts you can read. You get a top 3-5 shortlist while competitors are still scheduling first-rounds.
SaaS pricing from $199/mo. No 15-25% of first-year salary, no per-hire kickback. Cancel anytime.
Engineering hiring in 2026 remains bifurcated by domain and geography. Mechanical and civil engineering continue to see steady demand from automotive, construction, and infrastructure sectors, though wage growth has moderated from 2021-2023 peaks. Electrical and electronics engineers—especially those with power systems, EV drivetrain, or semiconductor experience—remain tight, with compensation climbing 4-6% year-over-year. Geotechnical and transportation civil engineers are undersupplied relative to infrastructure spending. On the flip side, entry-level and early-career engineers face flatter hiring, as companies optimize headcount instead of expanding. Manufacturing engineering roles are plentiful in the Midwest and Sun Belt but require hands-on experience; junior candidates struggle to break in. AI/ML engineering competencies command premium markups (15-20% above commodity IC roles). The tightest squeeze is experienced project and program managers with engineering backgrounds; leadership supply hasn't kept pace with infrastructure and energy transition demand. Visa sponsorship appetite remains cautious outside tech hubs, though high-skill shortages in semiconductor and EV manufacturing are shifting that dynamic. Geographic arbitrage is narrowing—remote-capable roles have compressed salary spreads between Midwest and coastal markets.
Engineering recruiting isn't just high volume; it requires evaluating technical depth and hands-on experience that no resume can fully convey. A hiring manager reading "5 years CATIA experience" doesn't know if a candidate designed a transmission housing from concept through production tooling, or if they traced designs in college coursework. Traditional resume screeners and keyword-matching tools miss that distinction entirely. Engineering interviews must be credible, specific, and standardized—asking the same questions in the same way to every candidate to ensure fairness in technical evaluation. Compliance is table stakes in regulated sectors (aerospace, medical, defense). And the volume problem is acute: one open mechanical engineering role can pull 80+ applications in two weeks. No hiring manager has time to run 80 phone screens manually. Raffi's structured interview, rubric-based scoring, and compliance audit trail address all three: it surfaces real technical credibility, ensures fair and repeatable evaluation, and collapses screening time from weeks to days.
Anchored to real offer data, not estimate aggregates.
Role-specific, behavioral, structured. Same questions for every applicant — the only way to score fairly.
Walk me through a specific design project you led from requirements to production. What were the three biggest trade-offs you made, and how did you decide between them?
What it tests: Technical depth, design thinking, and evidence of shipping real products (not coursework)
Tell me about a time you had to troubleshoot an unexpected failure—either in design, manufacturing, or the field. How did you approach it, and what did you learn?
What it tests: Problem-solving methodology and learning from failure (real engineers fail; the question is how they respond)
Describe a moment when you disagreed with a teammate or manager on a technical approach. How did you handle it, and what was the outcome?
What it tests: Collaboration, intellectual honesty, and ability to advocate without ego
What's one area of your discipline where you know you're weakest, and how are you closing that gap?
What it tests: Self-awareness, learning velocity, and intellectual humility (vs. false confidence)
If I handed you a specification for [specific system relevant to your domain—e.g., 'an automotive brake assembly', 'a utility-scale battery enclosure', 'a highway bridge foundation'], what would be your first three questions before you started any design work?
What it tests: Requirements thinking, domain knowledge, and first-principles problem-solving
Tell me about a project where you worked with cross-functional teams—manufacturing, operations, quality, etc. How did you communicate technical constraints to non-engineers?
What it tests: Cross-functional collaboration and communication of technical ideas to non-technical audiences
What's a recent technical development in your field—a new tool, material, regulation, or method—and how have you applied it or plan to apply it?
What it tests: Continuous learning and awareness of domain evolution
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Engineering hiring teams typically deal with high applicant volume per role, narrow technical bars, and tight time-to-hire windows. Raffi automates the screening loop end-to-end — every engineers applicant gets a structured interview within 24 hours, scored against your rubric. You spend your time on the top 3-5 instead of 60 résumés.
Yes. Raffi generates role-specific behavioral questions tied to your scorecard. For engineering we anchor on the structured questions hiring managers in this vertical actually use (a few samples are listed above). You can edit any of them before they go live.
Raffi's rubric includes a dedicated Technical Credibility score based on concrete examples from past projects. Candidates walk through specific designs, tools used (CATIA, ANSYS, Python, etc.), trade-offs they considered, and outcomes. The interviewer probes for depth—if someone claims five years of design experience, Raffi's questions verify whether they've shipped products at scale or worked on small coursework-like projects. Full transcripts let you replay and verify claims directly.
Yes. Every interview is recorded and transcribed. Raffi publishes its scoring rubric upfront, runs anti-cheat detection in the background, and maintains a complete audit trail of every candidate interaction. This satisfies NYC Local Law 144 (AI transparency), EU AI Act requirements, and internal audit standards for defense, aerospace, and medical device hiring. You can replay conversations and re-score if challenged.
For individual contributor and early/mid-level IC roles, Raffi is ideal. For senior leadership (principal engineer, VP of Engineering, director-level) or niche searches (visa sponsorship, passive candidate networks), a retained recruiter is often faster. Raffi works best when you have a clear job spec and expect 30+ applicants. For roles where you need deep network sourcing or senior judgment calls, hybrid approaches—Raffi for initial screening, recruiter for final vetting—often win.
Agentic recruiting is recruiting done by an AI agent that takes action on your behalf — not a chatbot or résumé summarizer. Raffi calls every applicant for a structured 10-15 minute interview, scores them against your rubric, and hands you a ranked top 3-5. The work happens autonomously.
Most agencies charge 15-25% of first-year salary as a placement fee — a $90k hire runs $13-22k. Raffi is SaaS at $199-599/mo plus per-action credits, typically landing under $10k/year for a team hiring 12 people. Same shortlist quality, no placement contract.
About 25 minutes to onboard, post your first role, and have Raffi ready to interview applicants. No engineering work, no integration project. Connect your work email, paste a JD, you're live.
Salary bands, time-to-hire numbers, and funnel benchmarks on this page are calibrated against the SHRM Talent Acquisition Benchmarking Report, BLS Occupational Employment and Wage Statistics, the LinkedIn Global Talent Trends report, and Indeed Hiring Lab quarterly data, plus aggregated Raffi customer telemetry from Q1 2026. For deeper breakdowns see our time-to-hire benchmarks and cost-per-hire benchmarks research pages.
Free $25 starter credit. No credit card. Screening live by tonight.