HR

AI Matchmaker – Automation of the Candidate Selection Process

An AI-powered automated recruitment system turns enquiries into accurate, action-ready candidate shortlists — within tens of minutes rather than days. By analysing email content, integrating with databases and generating messages to candidates, recruiters save dozens of working hours and can operate faster, more precisely and more effectively.

70%
shorter candidate selection time
3x
more concurrent recruitment processes
85%
matching accuracy
Free Consultation
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Industry
Recruitment & HR
Department
HR
Implementation time
4-5 weeks
Scale
100+ recruitment enquiries per month

Everyday challenges of the recruitment team

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The recruitment team was handling a growing number of client enquiries, each requiring analysis of requirements, searching candidate databases, assessing suitability and preparing a shortlist. A single enquiry consumed 3 to 4 hours of work — mainly on repetitive, administrative tasks.

Enquiries arrived in different formats — email, files, messages. The data had to be manually transformed into structured recruitment checklists. Databases were searched manually, often duplicating the same process for similar enquiries. Filtering out profiles that did not meet basic requirements took a disproportionate amount of time.

Creating a candidate shortlist and preparing personalised messages took more time than the conversation with the candidate itself. Over the course of a week, this meant dozens of working hours spent on routine tasks that did not directly translate into business value — and drastically limited the scalability of the recruitment process.

Automated candidate selection process – from enquiry to contact

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We created a tool that takes over all repetitive tasks related to candidate selection. The system automatically identifies new enquiries from email, extracts key requirements (role, technologies, languages, location, experience) and transforms them into a structured format ready for processing.

AI algorithms search internal and external databases, assessing candidate suitability in terms of both hard requirements (skills, experience) and soft factors (availability, industry, type of projects). On this basis, the system generates a ranked shortlist with an explanation of each candidate’s match.

The system also prepares message suggestions for contacting candidates and integrates with the existing ATS/CRM. The recruiter can immediately move on to a valuable conversation — without tedious copying, editing and administrative screening. The entire cycle from enquiry to a ready shortlist was reduced from hours to tens of minutes.

Before and after implementation

Concrete automation results

Candidate selection time
Before
4-8 hours
After
tens of minutes
-70%
Concurrent recruitment processes
Before
5-7 per recruiter
After
15-20 per recruiter
+3x
Matching accuracy
Before
~60%
After
~85%
+25pp
Response time to client enquiry
Before
1-2 days
After
a few hours
-80%
Manual work on messages
Before
2-3h daily
After
15 min (verification)
-90%

Want to achieve similar results?

Book a free consultation
AI Matchmaker changed the way we work. Instead of spending hours reviewing CVs, we receive ready-made candidate shortlists matched to client requirements. Our recruiters can focus on relationships, not on digging through databases.

Recruitment company, IT sector, 50+ consultants

Our solutions

Explore the details

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Professional Services Operations
Automatic order-to-invoice cycle with online customer confirmation
85%
reduction in handling time for the order→invoice cycle
<30s
time to issue an invoice from an approved order
swave-cs2-thumbnail.png
Retail Marketing
Orchestration of multi-channel loyalty campaigns with dynamic regional configuration
7
campaign types supported simultaneously
<5min
time to launch a campaign in a new region
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Professional Services HR
Digital onboarding of organisation members with a multi-stage approval workflow
75%
reduction in onboarding time
0
lost applications
case-study-ecommerce-crm.png
E-commerce IT
Automatic synchronisation of an online store with a CRM system
100%
automatic order synchronisation
<30s
new order synchronisation time
case-study-events.png
Professional Services Sales
Automation of event participant registration and resource allocation
85%
reduction in registration processing time
<3min
from sign-up to contract generation
case-invoices-thumbnail-screenshot.png
Finance & Accounting Finances
Automatic posting of cost invoices and adjustments using AI
95%
automatic posting
1200+
documents per month
case-emailcrm-thumbnail-screenshot.png
Industrial Manufacturing Sales
Automation of quotation enquiries from email to CRM
97%
faster processing
<60s
enquiry response time
case-marketing-thumbnail-screenshot.png
SaaS / IT Marketing
AI-powered marketing – intelligent content and social media automation
6x
more content per month
$0
content agency cost
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Finance & Accounting Legal and Compliance
Automatic VAT verification and multi-country tax compliance
100%
of invoices with automatically verified VAT
0
VAT rate errors after implementation
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Finance & Accounting Finances
Automatic service pricing calculator and job profitability analysis
99%
reduction in pricing errors
<10s
time to generate a quote
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Construction & Infrastructure Sales
Tender analysis automation
96%
reduction in tender analysis time
60
tenders analysed daily
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E-commerce Customer Service
AI Customer Care - Customer service automation in e-commerce
70%
of enquiries handled automatically
<5s
average response time
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Recruitment & HR HR
Automation of payroll data preparation with change detection and export
90%
reduction in payroll preparation time
0
missed changes in employee data
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Professional Services Operations
Automatic receipt verification and benefit allocation using OCR
92%
of receipts processed automatically
<5s
receipt processing time
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Finance & Accounting Finances
Real-time personal budget with a financial simulator for employees
real-time
access to the current personal budget
0
unexpected negative balance surprises
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Finance & Accounting Finances
Automatic matching of payment transactions to points of sale
95%
transactions matched automatically
<2s
time to match a single transaction
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Finance & Accounting Operations
Automatic cost reimbursement based on cross-analysis of transactions from multiple sources
100%
refunds processed automatically
<30min
from meeting the conditions to decision
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Professional Services Operations
Digital management of customer orders with an operational dashboard
70%
reduction in order administration time
0
missed deadlines after implementation
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Professional Services Sales
Central customer database with automatic collaboration history
100%
of customers with a complete record
<5s
to access the full customer history

Ready to speed up your business?

Schedule a free consultation with our expert and find out in less than 30 minutes:

Which processes in your company are worth automating in the first place - and why they
What AI technologies and tools will work well in your industry
What savings and efficiency growth can you achieve - preliminary calculation of ROI
Answers to your technical and business questions - no jargon, no obligations

What do customers say about us?

They not only perform required tasks but also present comprehensive knowledge about our business.


CEO, beautybox

They're a multi-skilled company with strong domain expertise.


Co-Founder, Atendi.care

They were very transparent and fair in terms of budgeting.


CTO, Runeasi

Professional approach to every stage of the project, from analysis to delivery.


CTO, Plata

The flexibility of the team and the way they are open for feedback is impressive.


Digital Lead, Trooper

Their discovery knowledge helped us find the best solution for our challenges.


Marketing Director, ESALIENS
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