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Utilizing AI in Talent Acquisition to Build a SAAS Platform

Transforming a challenging recruiting & HR solution by introducing AI in talent acquisition and implementing innovative AI, ML, and Big Data Mining technology.

HR specialist using a laptop

Project Highlights

50% boost in data processing speed through microservices implementation 

65% downtime reduction due to fault isolation

35% improvement of the code maintenance speed

80% of server requests were successfully optimized

50% of the initial code refactored

Project Highlights

50% boost in data processing speed through microservices implementation 

65% downtime reduction due to fault isolation

35% improvement of the code maintenance speed

80% of server requests were successfully optimized

50% of the initial code refactored

Project Summary

About Client

Our client is a European scale-up founded in 2012 and based in the Netherlands. The company has introduced several HR and recruiting solutions, including a talent mobility platform and a recruiting ecosystem.
 
The digital products are aimed to simplify the talent acquisition process and create custom talent pools in seconds. To achieve this, the company utilizes innovative technology, including Machine Learning and AI for talent acquisition.

Client Request

Prior to partnering with Light IT Global, our client utilized an outdated web-based solution that was no longer able to meet the growing business and technological needs. There was a demand for a more adaptable and agile architecture, faster data processing, and advanced data mining to keep the matching algorithm which utilizes AI for talent acquisition, fast and precise.

The Outcome

A revamped talent acquisition platform has proven to be more efficient and powerful. The updated solution helped to resolve the problem of poor scalability and low-quality data processing. A unique matching algorithm that proves how effective can be the AI in talent acquisition helps businesses find perfect candidates and create talent pools based on specific requirements is sharp and quick.

Existing code was successfully ported from Python 2 to Python 3 to update and unify the codebase

New functionality that ensured Instant matching according to certain parameters via the AI and ML-based algorithm was incorporated

Data processing speed was improved by 50%

Automation testing implemented

Project Summary

About Client

Our client is a European scale-up founded in 2012 and based in the Netherlands. The company has introduced several HR and recruiting solutions, including a talent mobility platform and a recruiting ecosystem.
 
The digital products are aimed to simplify the talent acquisition process and create custom talent pools in seconds. To achieve this, the company utilizes innovative technology, including Machine Learning and AI for talent acquisition.

Client Request

Prior to partnering with Light IT Global, our client utilized an outdated web-based solution that was no longer able to meet the growing business and technological needs. There was a demand for a more adaptable and agile architecture, faster data processing, and advanced data mining to keep the matching algorithm which utilizes AI for talent acquisition, fast and precise.

The Outcome

A revamped talent acquisition platform has proven to be more efficient and powerful. The updated solution helped to resolve the problem of poor scalability and low-quality data processing. A unique matching algorithm that proves how effective can be the AI in talent acquisition helps businesses find perfect candidates and create talent pools based on specific requirements is sharp and quick.

Existing code was successfully ported from Python 2 to Python 3 to update and unify the codebase

New functionality that ensured Instant matching according to certain parameters via the AI and ML-based algorithm was incorporated

Data processing speed was improved by 50%

Automation testing implemented

Location

EU

Industry

HR & Recruiting

Partnership Period

17 months

Type

SAAS

Platform

Mobile

Team Size

15 experts

Services

IT Consulting, Custom Software Development, Dedicated team formation

Expertise

Web development, Data Science and AI/ML Services, Quality Assurance Service Tech Stack: Django, Python, ElasticSearch, PostgreSQL, Cassandra, RabbitMQ

Tech Stack

Django, Python, ElasticSearch, PostgreSQL, Cassandra, RabbitMQ

Project Details

Business Challenge

Our client was one of the first European HR and Recruiting market players that not only understood the endless potential of IT for this specific market niche but also introduced a digital solution that brought actual value to businesses and showed how to incorporate AI in talent acquisition. Our client’s platform simplified and supported multiple talent acquisition and recruiting processes allowing the companies to hire new employees faster and easier.
 
However, due to the rapid development of the IT sector, technology and software development strategies that were relevant in 2012 became dated pretty quickly. As time passed, this factor began to negatively influence the software’s performance and our client’s opportunities for business growth. Consequently, they required assistance from an experienced tech team that had several HR and Recruiting projects under their belt and was able to update and improve the existing system.

Implementation

Introducing a transparent streamlined work process was the first step toward resolving the existing challenges. It helped achieve visible results in a shorter amount of time and provide consistent delivery without risk to the existing software.
 
The project required high proficiency in Big Data, Machine Learning, Python, Django, PostgreSQL, Cassandra, and RabbitMQ, plus data mining and AI in talent acquisition to bring the complex functionality of the platform to the next level.
 
Light IT Global’s development team has successfully ported the existing code from Python 2 to Python 3, as many of the repositories required the update. At the same time, the team has created several tools that improved the data processing speed.
 
The microservices development boosted the data processing speed and enhanced the quality of the matching algorithm. One of the newly-developed elements took on the role of the mediator between the service and the application. That specific microservice carried the data flow and helped shortlist the candidates/talents according to the established parameters. As a result, the matching algorithm that brings the power of AI in talent acquisition was able to provide a recruiter with high-quality candidates that meet the requirements 100%.
 
The introduction of Elasticsearch made the matching algorithm even more effective and truly unleashed the potential of AI for talent acquisition. The system started to analyze significant volumes of data faster and give back answers in milliseconds.
 
An innovative combination of Machine Learning, Big Data, natural language processing, and AI for talent acquisition ensured the seamless operation of the whole system. Several additional web pages were developed to guarantee a smooth workflow and better user experience. Hence, the solution finally started to live up to its potential.
 
The new functionality was thoroughly tested to ensure the highest quality of the freshly introduced solutions and 100% compatibility with the existing components.
Talent acquisition solution architecture

Solution Delivered

A revamped talent acquisition platform was based on microservices architecture, which safeguarded better scalability, flexibility, and stability for an entire system. The new microservices can be easily added per the business owner’s request at any time. Multiple teams can implement new features simultaneously. And even technical issues with one of the microservices will not lead to the failure of the whole system as it was earlier when the platform was based on monolithic architecture.
 
After the introduction of new functionality, a unique matching algorithm, which is our client’s trademark and uses the power of AI for talent acquisition, became more precise and quick. It now helps businesses find employees that meet even the most strict requirements and makes it easier for candidates to find a job that is perfect for them.
 
Another important aspect is a noticeable boost in the system’s performance. For example, the data processing speed increased by 50%, the customer requests are now taken care of in a matter of seconds. A 65% downtime reduction and a 35% improvement of the code maintenance speed were achieved as well.
 
As a result, the improved fault isolation, minimized downtime rate, increased data processing, and code maintenance speed boosted overall efficiency and nurtured customer satisfaction.
Talent matching process

Business Outcome

Once the new functionality was successfully implemented and passed the QA, the platform became more efficient and easy to use. The matching algorithm became sharper and more precise, leading to a noticeable boost in customer satisfaction. The revamped platform can serve more clients without the risk of a downturn in the business cycle.
 
Improved technical flexibility allows our client cut costs related to software development and the system’s maintenance, as the platform is no longer bound to a specific tech stack because microservices can be developed in different programming languages.
 
A major improvement in data processing speed and download rate allowed the system to cope with the higher system load and cater to a larger audience.

Project Details

Business Challenge

Our client was one of the first European HR and Recruiting market players that not only understood the endless potential of IT for this specific market niche but also introduced a digital solution that brought actual value to businesses and showed how to incorporate AI in talent acquisition. Our client’s platform simplified and supported multiple talent acquisition and recruiting processes allowing the companies to hire new employees faster and easier.
 
However, due to the rapid development of the IT sector, technology and software development strategies that were relevant in 2012 became dated pretty quickly. As time passed, this factor began to negatively influence the software’s performance and our client’s opportunities for business growth. Consequently, they required assistance from an experienced tech team that had several HR and Recruiting projects under their belt and was able to update and improve the existing system.

Implementation

Introducing a transparent streamlined work process was the first step toward resolving the existing challenges. It helped achieve visible results in a shorter amount of time and provide consistent delivery without risk to the existing software.
 
The project required high proficiency in Big Data, Machine Learning, Python, Django, PostgreSQL, Cassandra, and RabbitMQ, plus data mining and AI in talent acquisition to bring the complex functionality of the platform to the next level.
 
Light IT Global’s development team has successfully ported the existing code from Python 2 to Python 3, as many of the repositories required the update. At the same time, the team has created several tools that improved the data processing speed.
 
The microservices development boosted the data processing speed and enhanced the quality of the matching algorithm. One of the newly-developed elements took on the role of the mediator between the service and the application. That specific microservice carried the data flow and helped shortlist the candidates/talents according to the established parameters. As a result, the matching algorithm that brings the power of AI in talent acquisition was able to provide a recruiter with high-quality candidates that meet the requirements 100%.
 
The introduction of Elasticsearch made the matching algorithm even more effective and truly unleashed the potential of AI for talent acquisition. The system started to analyze significant volumes of data faster and give back answers in milliseconds.
 
An innovative combination of Machine Learning, Big Data, natural language processing, and AI for talent acquisition ensured the seamless operation of the whole system. Several additional web pages were developed to guarantee a smooth workflow and better user experience. Hence, the solution finally started to live up to its potential.
 
The new functionality was thoroughly tested to ensure the highest quality of the freshly introduced solutions and 100% compatibility with the existing components.
Talent acquisition solution architecture

Solution Delivered

A revamped talent acquisition platform was based on microservices architecture, which safeguarded better scalability, flexibility, and stability for an entire system. The new microservices can be easily added per the business owner’s request at any time. Multiple teams can implement new features simultaneously. And even technical issues with one of the microservices will not lead to the failure of the whole system as it was earlier when the platform was based on monolithic architecture.
 
After the introduction of new functionality, a unique matching algorithm, which is our client’s trademark and uses the power of AI for talent acquisition, became more precise and quick. It now helps businesses find employees that meet even the most strict requirements and makes it easier for candidates to find a job that is perfect for them.
 
Another important aspect is a noticeable boost in the system’s performance. For example, the data processing speed increased by 50%, the customer requests are now taken care of in a matter of seconds. A 65% downtime reduction and a 35% improvement of the code maintenance speed were achieved as well.
 
As a result, the improved fault isolation, minimized downtime rate, increased data processing, and code maintenance speed boosted overall efficiency and nurtured customer satisfaction.
Talent matching process

Business Outcome

Once the new functionality was successfully implemented and passed the QA, the platform became more efficient and easy to use. The matching algorithm became sharper and more precise, leading to a noticeable boost in customer satisfaction. The revamped platform can serve more clients without the risk of a downturn in the business cycle.
 
Improved technical flexibility allows our client cut costs related to software development and the system’s maintenance, as the platform is no longer bound to a specific tech stack because microservices can be developed in different programming languages.
 
A major improvement in data processing speed and download rate allowed the system to cope with the higher system load and cater to a larger audience.

Location

EU

Industry

HR & Recruiting

Partnership Period

17 months

Type

SAAS

Platform

Mobile

Team Size

15 experts

Services

IT Consulting, Custom Software Development, Dedicated team formation

Expertise

Web development, Data Science and AI/ML Services, Quality Assurance Service Tech Stack: Django, Python, ElasticSearch, PostgreSQL, Cassandra, RabbitMQ

Tech Stack

Django, Python, ElasticSearch, PostgreSQL, Cassandra, RabbitMQ

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