An AI-driven CV assessment solution for a workforce platform; over 1,000 CVs per week, consistently scored against must-have and nice-to-have criteria across many professional domains, fully embedded in the client's existing systems.
A leading workforce platform was growing fast; and with it, the number of CVs landing in front of human reviewers each week. Manual screening had become a major operational bottleneck: time-intensive, hard to scale, and increasingly difficult to do consistently across a wide range of roles and domains.
The organisation processes more than 1,000 CVs per week, spanning many professional fields, each with its own educational backgrounds, certifications, and domain-specific requirements. In practice, it is extremely difficult for any one reviewer to have deep knowledge of all these disciplines; making consistent, high-quality assessment a real challenge.
The questions on the table:
We started with a focused two-day feasibility study to assess both technical and functional viability. The outcomes were presented to the client and used as the foundation for the final implementation; built and deployed in under two months.
Mapped the variety of CV formats and the role requirements they had to be measured against.
Worked with the client to define must-have and nice-to-have criteria per role, with clear evaluation rules.
Tested AI models on real CVs across multiple domains to validate accuracy before committing to a build.
Designed and shipped a seamless integration with the platform's existing systems; no disruption to operations.
The deployed tool automatically evaluates every CV against predefined must-have and nice-to-have criteria. It understands education paths, certifications, and domain-specific qualifications; and not just whether requirements are met, but how well they are met. For every score, it highlights exactly where in the CV the supporting evidence was found.
The tool now processes over 1,000 CVs per week with consistent and transparent results. By leveraging AI's ability to interpret qualifications across many fields, the organisation no longer depends on individual human expertise alone.
This case demonstrates that AI is not only a tool for efficiency; it is a tool for better decision-making. When applied thoughtfully, AI can outperform manual processes in both speed and quality, especially in complex, knowledge-heavy tasks like CV assessment. At Alva Minds, we build practical AI solutions that improve how work gets done; without adding complexity.
We design and ship AI assessment tools that improve speed and quality; embedded in the systems your teams already use.