AI matching · Human vetting · Dublin, Ireland

Every candidate is interviewed before a client ever sees them.

CALHIRE matches CVs to jobs with AI, then our team personally interviews every shortlisted candidate. Clients and vendors hire from a pool that has already passed the first round.

Not sure where to start? Free career guidance for passionate candidates →

CALHIRE hand-picks resources via in-person interview, not CV text or ATS score Job posting React SQL AK Candidate CV 7 yrs experience React AWS In-person interview VERIFIED CALHIRE hand-picked Attitude · skillset verified Adds value to your team Trusted Shortlisted We verify every candidate through real interviews — not just CVs or ATS scores

CALHIRE experts interview every resource in person or over video. Only candidates with great skills and the right attitude cross the first filter — because a real conversation tells you far more than a CV or an AI match ever can.

100%of pool candidates interviewed by our team
100%of applicants get real feedback — not just the ones we place
5 daysmax time to hear back from us, guaranteed
€0upfront — pay only on placement or membership
Who it's for

One platform, three doors.

Employers post roles, candidates submit CVs, and clients hire from a hand-picked pool — each with their own portal.

Two colleagues discussing a shortlist and plans together in a modern office
Real people behind every match — on the employer side and the candidate side.

Employers

Post a role with the skills you need. Our AI scores every CV in the database against it and returns a ranked shortlist — no more reading 200 CVs to find 5.

Post a job →

Candidates

Upload your CV once. We parse your skills, match you against every open role, and our team interviews you for the ones that fit. One CV, many doors.

Submit your CV →

Not sure where to start? Free career guidance for passionate candidates →

Clients & vendors

Skip the noise entirely. Subscribe to browse our hand-picked pool — every profile already interviewed and rated by the CALHIRE team — and hire directly.

Browse the pool →
How it works

From CV to placement in six steps.

AI does the heavy lifting. People make the call. That's the CALHIRE difference.

CALHIRE team reviewing a candidate match together on a laptop
The team behind every step, not just an algorithm.
01

Jobs & CVs come in

Employers post roles. CVs arrive two ways — candidates upload directly, or our team sources them from job portals — both parsed into structured skill profiles.

02

AI matches

Every CV is scored against every open role on skills, experience and fit.

03
Human step

CALHIRE first round

Our team interviews top matches and filters CVs. Only the genuinely strong pass.

04

Hand-picked pool

Vetted candidates join a curated pool, visible to subscribed clients and vendors.

05

Placement

Clients hire directly — full-time with a one-time placement fee, or contract, with CALHIRE running payroll for the term.

06

We stay involved

Regular check-ins with both the client and the placed candidate — we don't disappear once the offer's signed.

Where we place talent

Staffing across every sector — not just tech.

Our screening process works the same way regardless of industry: a real interview, every time, before anyone reaches a client.

IT & Software

Engineering, QA, DevOps, data, cloud

Hospitality & Tourism

Hotels, restaurants, events, travel

Healthcare & Life Sciences

Clinical, pharma, medical device

Finance & Accounting

Banking, insurance, bookkeeping

Retail & Customer Service

Support, sales floor, call centre

Manufacturing & Engineering

Production, quality, logistics

Administration & Office

Admin, HR, operations support

Sales & Marketing

B2B, B2C, digital, brand

Section 1 — Job posting (hiring team panel)

Open roles, matched the moment they're posted.

Live roles across software engineering, QA & UAT, DevOps, cloud, data, AI/automation, and ITIL/infrastructure. Every posting is automatically matched against our full candidate database.

FT
FinTech company ✓ VerifiedDublin · Hybrid

Senior software engineer

Full-timeReactNode.jsPostgreSQLAWS
€75k – €95k14 matches
PH
Pharma manufacturer ✓ VerifiedCork · On-site

QA validation specialist

Full-timeGMPValidationISO 13485Audit
€55k – €68k9 matches
HS
Healthcare provider ✓ VerifiedGalway · Remote

Data analyst, clinical ops

Contract · CALHIRE payrollSQLPower BIPythonHL7
€48k – €60k11 matches
IN
Insurance & InsurTech firm ✓ VerifiedDublin · Hybrid

QA / Test Analyst

Full-timeManual TestingTest CasesRegressionJIRA
€45k – €58k12 matches
FS
Financial services company ✓ VerifiedDublin · On-site

UAT Specialist

Full-timeUAT PlanningDefect TriageBusiness Acceptance TestingStakeholder Sign-off
€55k – €70k8 matches
PS
Public sector platform provider ✓ VerifiedDublin · Hybrid

Test Manager

Full-timeTest StrategyTeam LeadershipGovernanceRelease Validation
€70k – €85k6 matches
SA
SaaS product company ✓ VerifiedCork · Remote

Software Engineer

Full-timeJavaSpring BootREST APIsMicroservices
€55k – €70k15 matches
TC
Telecommunications provider ✓ VerifiedDublin · Hybrid

DevOps Engineer

Contract · CALHIRE payrollCI/CDKubernetesTerraformAWS
€65k – €80k10 matches
EU
Energy & utilities company ✓ VerifiedGalway · Remote

Cloud Engineer

Full-timeAWSAzureInfrastructure-as-CodeCloud Migration
€68k – €82k9 matches
LS
Logistics & supply chain company ✓ VerifiedDublin · Hybrid

Data Engineer

Full-timeETLSQLPythonData Pipelines
€60k – €75k11 matches
ED
Education & EdTech company ✓ VerifiedRemote (EU)

AI / Automation Specialist

Contract · CALHIRE payrollAI-assisted TestingTest AutomationPythonMachine Learning
€70k – €90k7 matches
RE
Retail & e-commerce company ✓ VerifiedCork · On-site

ITIL / Infrastructure Specialist

Full-timeITILIncident ManagementChange ManagementInfrastructure Support
€50k – €65k13 matches
Post a job — free
Section 2 — Candidate CV submission

One upload. Every matching role.

We turn your CV into a structured skill profile, so you're considered for every role you fit — including ones posted next month.

MR
↓  parsed by AI in seconds  ↓
Project management Agile / Scrum Stakeholder management Jira 8 yrs experience Available in 4 weeks EU work rights
Submit your CV Don't have a CV? Build one →
Section 3 — CALHIRE human-first screening process

A real conversation, before any CV reaches a client.

CALHIRE conducts an in-person (or video) first-round evaluation focused on attitude, team-player behaviour, communication, ownership, and real technical capability — not CV formatting or ATS scores. The best-fit resources are shortlisted for companies and vendor partners.

Two colleagues having a real conversation during a screening interview
A real conversation, every time — before any CV reaches a client.

Attitude & mindset

How they show up
  • Curiosity and willingness to learn
  • Ownership of past work and mistakes
  • Coachability under feedback

Team & communication

How they work with others
  • Clear, structured communication
  • Team-player behaviour, not just solo output
  • Stakeholder and conflict handling

Technical depth

What they can actually do
  • Hands-on skill verification
  • Real-world problem walkthroughs
  • Depth beyond keyword matching
Section 4 — Final shortlisted resource list

Talent that's already passed the first round.

Every profile below was interviewed and rated by the CALHIRE team before it appeared here. Full profiles unlock with membership.

Portrait of candidate A.K., senior software engineer
Senior software engineer LinkedIn
Dublin · 7 yrs · Available now
✓ CALHIRE vettedPortal submission
🎓 AWS Certified Solutions Architect🎓 Certified Kubernetes Administrator
ReactTypeScriptAWSCI/CDNode.jsGraphQLDocker

"Exceptional system-design thinking. Communicates trade-offs clearly. Ready for a lead role." — interview notes

First round passed · May 2026★★★★★
Portrait of candidate S.M., QA validation specialist
QA validation specialist LinkedIn
Cork · 5 yrs · 2 weeks' notice
✓ CALHIRE vettedCALHIRE sourced
🎓 ASQ Certified Quality Auditor🎓 Six Sigma Green Belt
GMPCSVAudit readinessValidation Master PlansDeviation MgmtTrackWise

"Deep regulatory knowledge, calm under audit pressure. Strong documentation discipline." — interview notes

First round passed · May 2026★★★★☆
Portrait of candidate D.O., data analyst
Data analyst LinkedIn
Galway · 4 yrs · Available now
✓ CALHIRE vettedPortal submission
🎓 Microsoft Certified: Data Analyst Associate
SQLPythonPower BITableauExcelStatistics

"Turns messy data into clear answers. Presented findings like a consultant. Hire-ready." — interview notes

First round passed · June 2026★★★★★
Unlock the full pool
After the offer's signed

The relationship doesn't end at placement.

Most staffing platforms move on the moment a candidate starts. CALHIRE stays in the loop with both sides — checking in regularly, not just when something goes wrong.

CALHIRE team in a check-in meeting with a client team
Regular check-ins, not a one-off call after the hire.

With the client

Structured check-ins at 30, 60, and 90 days after start — is the hire performing, is the team fit real, is anything about the role or the person shifting? We surface problems while they're still small.

Scheduled check-ins, not just a support inbox

With the placed candidate

We ask the person we placed how it's actually going — workload, support, whether the role matches what was promised. Candidates aren't a resource we deliver and forget; they're why clients keep coming back.

Same cadence, same seriousness, both directions

Check-in findings feed straight back into our matching — a role or client pattern that keeps causing friction changes how we screen for it next time.

Why CALHIRE

The speed of AI. The judgment of people.

Job boards give you volume. Agencies give you judgment, slowly and expensively. CALHIRE gives you both, without the trade-off.

Business partners collaborating and discussing a hiring decision together
The judgment of experienced people, at the speed clients actually need.

Job boards

Volume without judgment
  • Hundreds of unfiltered applications
  • You do all the screening yourself
  • No interview before you meet them
  • No explanation of why anyone matched
  • Relationship ends once you've hired
  • No replacement if a hire doesn't work out
  • Silence if you're not shortlisted
  • Unverified — fake profiles and ghost jobs slip through
  • Low upfront cost

CALHIRE

AI speed + human vetting
  • Ranked shortlist in 3–5 business days
  • Every candidate interviewed by our team
  • Skills and attitude verified in person
  • Full match transparency — see exactly why, skill by skill
  • 30/60/90-day check-ins with client & candidate
  • Free replacement if they leave within 90 days
  • Real feedback, even if you're not shortlisted
  • Every profile & job LinkedIn-verified — no fakes, no ghost jobs
  • 10% placement fee — no hire, no fee

Traditional agency

Judgment without speed
  • Human screening
  • Shortlists take weeks, not days
  • 15–25% placement fees
  • Match reasoning stays with the recruiter, not shared
  • Rarely follows up after placement
  • Guarantee terms, if any, buried in the contract
  • Rarely explains a rejection
  • Limited to one recruiter's network
How you can hire

Full-time, or contract — you choose.

Whichever way you need to bring someone on, CALHIRE handles the paperwork behind it.

Full-time placement

The candidate joins your payroll directly as a permanent employee. You pay one placement fee — 10% of first-year salary — only when they start. Nothing recurring, nothing before.

One-time fee, on start date

If they leave within 90 days, we replace them free — no re-invoicing, no second fee.

Contract, run through CALHIRE

For fixed-term or contract work, CALHIRE employs the contractor directly — payroll, tax withholding, and compliance are on us. You're simply invoiced for the work, at an all-in rate, for as long as the contract runs.

Billed per pay cycle, not one lump sum

Contracts can convert to a full-time placement at any point — the standard placement fee applies at conversion, prorated for any period already billed under contract.

Section 5 — Subscription plans

Free to enter. Pay when it works.

Candidates never pay. Employers post free. Clients and vendors subscribe for pool access, and a placement fee applies only on a successful hire.

Candidate

For professionals seeking roles
Free forever
  • CV parsed into a skill profile
  • Matched to every open role
  • First-round interview with our team
  • Profile stays active for future roles
Submit your CV
Most popular

Client & vendor membership

For companies hiring from the vetted pool
€299 /month
  • Full access to the hand-picked pool
  • CALHIRE interview notes & ratings
  • Unlimited candidate requests
  • Placement fee: 10% of first-year salary
  • Cancel anytime
Start membership

Employer

For companies posting roles
€0 to post
  • Unlimited job postings
  • AI-ranked candidate shortlists
  • Shortlist within 3–5 business days, typically
  • Pay only on successful placement
Post a job

Placement fee is invoiced only when a candidate is hired and passes their agreed probation start. No hire, no fee.

Questions, answered

Frequently asked questions

What if I'm not shortlisted for anything?

You still hear from us. Most platforms only reply to candidates they place — we tell everyone why they weren't matched to a given role, based on the same skill breakdown shown in Match Transparency. Silence isn't part of how we operate.

What does the "Verified Employer" badge mean?

It means the person who posted the role confirmed it using a real work email tied to that company — a basic check that the posting is genuine, not a placeholder or a scam listing. It's not a full background check on the company, but it's more than most job boards verify before a listing goes live.

What if a placement doesn't work out?

For full-time placements, if the hire leaves — or is let go — within 90 days of starting, we run the search again and replace them at no additional fee. No re-invoicing, no second placement fee. This is a standard we hold ourselves to publicly, not a clause buried in a contract you'd only find after signing.

I don't have a CV — can CALHIRE help me make one?

Yes. Use "Build your CV" to fill in your details — personal info, work experience, education, skills, certifications, and languages with CEFR levels — and we lay it out in a standard Ireland/EU CV format you can download as a PDF or carry straight into your CALHIRE application.

What happens after someone actually starts the job?

We don't disappear. CALHIRE runs structured check-ins at 30, 60, and 90 days with both the client and the placed candidate — separately — to catch friction early: is the work matching expectations, is the team fit real, does anything need adjusting. Placed candidates aren't just a delivery we move on from; the same person we vetted is who we check back in with.

Do you tell candidates why they matched, or just give a score?

We show the actual breakdown — which of a role's required skills your profile covers, which ones you're missing, and the resulting match percentage, for every role you're matched to. Most platforms show clients a black-box AI score and tell candidates nothing. We show both sides the same reasoning.

How does the AI matching actually work?

CVs enter our database two ways: candidates upload directly through the CALHIRE portal, or our sourcing team pulls and filters relevant CVs from external job portals for hard-to-fill roles. Either way, we parse it into a structured profile: skills, years of experience, certifications, location, and availability. Every open job is broken down the same way. The AI then scores each candidate against each role — not just keyword overlap, but related skills and seniority fit — and ranks the results for our team.

What happens in the CALHIRE first round?

Our experts interview every shortlisted candidate in person or over video. We check that the skills on the CV are real, and just as importantly, we assess communication and attitude — the things no CV or algorithm can tell you. Only candidates who pass enter the hand-picked pool.

As a candidate, do I ever pay anything?

No. CALHIRE is free for candidates, always. We never take a cut of your salary. Employers and hiring clients fund the platform through membership and placement fees.

What does the client & vendor membership include?

Full access to the hand-picked pool: every vetted profile, our interview notes and ratings, and unlimited candidate requests. You browse, you choose, you interview — the first-round filtering is already done for you. Cancel anytime.

When is the placement fee charged?

Only when a candidate you hire actually starts. If there's no hire, there's no fee — membership is the only recurring cost. The placement fee is 10% of first-year salary, well below the 15–25% typical of traditional agencies.

Do you place contractors too, or only full-time hires?

Both. Full-time placements carry a one-time placement fee, paid when the candidate starts as your direct employee. Contract roles work differently: CALHIRE employs the contractor and runs their payroll, tax, and compliance, and you're invoiced per pay cycle at an all-in rate for as long as the contract runs — no employer-of-record setup needed on your side. A contract can convert to a full-time placement later.

How is candidate data protected?

We operate under GDPR. CVs are stored securely in the EU, candidates control their own profiles, and no CV is ever shared with a client before our vetting process — and never without the candidate being part of the process.

Hiring should start at the second round.

The CALHIRE team manually interviews every resource with human expertise — AI finds the match, people confirm it.

Get started with CALHIRE