AI-powered Recruitment Platform

A recruitment company needed an AI-powered recruitment platform, ATS-agnostic web app that streamlines hiring from job creation through candidate decisions. The solution helps HR teams, recruiters, and hiring managers cut manual work, improve candidate experience, and make better hiring decisions by integrating AI into their existing tools.

Challenge: AI Accuracy, Risk, and Complexity

The app had to add useful AI support without creating too much operational overhead, data-quality risk, or compliance exposure. It also needed to fit a wide variety of recruitment setups and job types rather than forcing everyone into one rigid flow.

The main challenges were:

Training and labelling overhead

Managing the extra workload from data labelling and model training created by the matching model, including deciding which roles and data sets to focus on first.

LinkedIn compliance risk

The plugin relied on scraping LinkedIn’s page structure, which could change unexpectedly and potentially violate LinkedIn’s Terms of Service, creating platform and compliance risks.

Complex customer needs

Serving many different customer types and hiring processes, which required deep research into user journeys, edge cases (like internal moves and referrals), and detailed feature specs.

Trust in AI decisions

Balancing accuracy and explainability so recruiters could trust and understand match scores without needing a data science background.

Solution: AI Integration to Existing Toolkit

The product was designed as an AI “layer” that plugs into current workflows instead of replacing ATS or HR systems. In the short term, the priority was embedding AI into existing workflows to show impact fast and reduce onboarding friction. Over the long term, the aim was to improve decision quality without replacing core systems and build trust through verifiable data and transparent reasoning.

The solution offers:

Unified sourcing workflow

Candidate sourcing tools to create, edit, and publish roles, and to collect applications from careers pages, referrals, and imports in one place, giving a unified pipeline view.

Embed LinkedIn intelligence

A LinkedIn plugin that shows profile match scores against open roles while recruiters source on LinkedIn, helping them quickly focus on the most relevant profiles.

Goal-driven scoring design

A scoring approach and data flows aligned with clear short- and long-term goals agreed with the client.

Impact: Smarter Hiring at Scale

Recruiters now spend less time manually filtering CVs and more time speaking with strong candidates, thanks to centralised data and AI-driven scores. Match scoring within familiar tools helps teams prioritise outreach and reduce time-to-fill, while better-structured pipelines support more consistent, higher-quality hiring decisions. The platform positions the client as an AI-enhanced but system-friendly solution rather than a black-box replacement.