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Building Candid's AI-Powered CV Platform

Notch helped Candid build a human-led AI powered CV platform, which generates high-quality, ATS-friendly CVs and cover letters for the employability sector, using Pydantic-AI/CopilotKit and OpenAI.

CLIENT NAME Candid
INDUSTRY Workforce Management
TECHNOLOGY Pydantic-AI/CopilotKit, OpenAI
SERVICES Agentic AI Systems
METHODOLOGY Technical Design Thinking
DURATION 2025 - ongoing
LOCATION United Kingdom
TEAM NO. 8
The Client

Candid is a UK-based company transforming employability support through ethical, human-led AI. It helps advisors create accurate, strengths-based, bias-aware CVs that reflect each person’s story and enable them to share it faster and more effectively.

The Challenge

Employability professionals aid people facing barriers to employment. Converting personal stories into CVs was slow, admin-heavy, and poorly served by generic AI. Caseworkers needed a bespoke and efficient tool to ensure that every participant’s story is heard and authentically represented.

The Solution

A custom agentic AI system, trained by expert CV writers, that generates tailored CVs in minutes based on client personality, skills, and experience. It offers full editorial control, role-specific tweaks, and team dashboards for management visibility.

Project Goals
  1. 1
    Overarching goal
    To fill the existing gaps by combining professional CV writing knowledge with AI speed and scale
  2. 2
    Caseworker efficiency
    Giving professionals more time for preparation and meaningful coaching
  3. 3
    Candidates empowerment
    Delivering CVs that open doors to interviews and employment
  4. 4
    Transparency for Managers
    Enabling clear performance tracking and consistent, high-quality outcomes

Process

01
AI Discovery Workshop

Aligning goals & ideas with stakeholders, and setting directions for explorations using Design thinking and Continuous discovery techniques.

02
Proof of Concept

A time-boxed POC, led by Notch’s VP of AI, brought together AI engineers, designers, and business analysts to explore ten focused scenarios.

03
MVP Discovery Workshop

A structured process, bringing together stakeholders, advisors, and designers to surface real user needs and translate the validated insights into a functional framework.

Technologies & Services

React.JS Typescript KeyCloak Node.js PostgreSQL Python CopilotKit with Pydantic AI AG-UI AWS Docker
AI Discovery AI Proof of Concept AI Minimum Viable Product Agentic AI Systems
Candid
Human-Led.
AI-Powered.
Candid streamlines workflows, enhances quality, and empowers people to tell their real stories faster and with greater impact. The platform combines decades of sector expertise with AI designed for fairness, accessibility, and dignity, with no bias and no assumptions.
The Product

Creating a CV with Candid is simple and human‑centred. Caseworkers enter client details, and the platform generates a tailored CV with suggestions and instant rewording. CVs are adaptable for roles, and managers track CVs and profiles, saving time and improving employability.

Results

  • 1

    75% time savings: Case workers can complete CV creation in approximately 15 minutes, down from 45-60 minutes.

  • 2

    Increased case worker capacity: Time savings allow caseworkers to support more clients and provide higher-quality coaching.

  • 3

    Improved employability outcomes: Candidates receive stronger, ATS-compliant CVs that present them better.

  • 4

    Enhanced tracking: Managers gain real-time visibility into CVs created, active profiles, and team performance.

  • 5

    Scalable solution: Platform built for UK welfare-to-work, charity, and public employability programmes.