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2025-Present

LYRRA

LYRRA case study hero

Methodology

  1. Research Stage

    qualitative & quantitative

    Competitor analysis & benchmarking User survey

  2. Ideation

    3 rounds

    3 timed brainstorming sessions · 5 min each · 97 ideas generated

  3. Testing

    Usability testing · 15 participants

Project type
web application, generative AI
Role
ui/ux design, product strategy
Medium
career tech platform
Tools
Figma · Clickup · Miro
Overview

The Lyrra App tackles the confusion of the job application process by offering job seekers user-centered guidance and clarity.

By integrating AI generation into a unified platform, my role was to reduce application abandonment and empower individuals to present themselves effectively to the job market.

Target group

Job seekers at all career stages who feel overwhelmed by the application process, and companies seeking to attract qualified candidates through streamlined digital tools.

Key Characteristics
  • Blank pages trigger decision avoidance.
  • Scattered steps cause cognitive overload.
  • Low-friction structure builds momentum.
  • Welcomes smart assistance that never takes away control.
Challenge

How might we turn complex, high-anxiety workflows into supportive spaces where users feel confident, focused, and in control?

job seekers feel lost and overwhelmed by the complexity of the required application materials, leading to abandonment. This gap in the process costs companies potentially valuable applicants.

Solution

The Unified Assisted Workspace

Lyrra is a tool that transforms the overwhelming anxiety of the job search into confident action. We break down the barriers of complex application materials, giving users a supportive space to easily craft their story

LYRRA full-width case study visual
Research findings

Research Insights

1
The Blank Page Paralysis

Users do not just get lost in the UI; starting from scratch creates decision paralysis that can stop momentum before the application process properly begins.

2
AI as a Co-Pilot, Not a Replacement

Users want support with phrasing and communicating their experience, but trust decreases when AI begins replacing their individual voice rather than assisting it.

3
Context Switching Causes Abandonment

Moving repeatedly between a template library, text editor and AI interface increases cognitive load and fragments the application workflow.

Designing a calmer application workflow

Our scope is to reduce job application abandonment by transforming confusion into professional success and empowering individuals to present themselves effectively in the job market through professional tools.

0106
LYRRA design process visual
IDesign decisions

Guided First Steps

Replace the blank page with structured prompts that scaffold the user's first input, reducing decision paralysis before it takes hold.

Guided First Steps after design iteration

Instead of beginning with an empty field, Lyrra introduces contextual prompts based on the user's target role and industry. The blank page becomes a sequence of smaller decisions, helping users establish momentum from the beginning.

User feedback

““The step-by-step profile builder and clear quick-start guided me effortlessly without overwhelming me.””

Participant 03, Onboarding Flow Test

““Switching fields meant constantly reframing my past work. The collapsible profile sections made organising painless.””

Participant 07, Usability Test
IIDesign decisions

Human-Anchored AI

Position AI as a collaborative editor that suggests refinements while preserving the user's authentic voice, building trust through transparency rather than complete automation.

Human-Anchored AI after design iteration

AI suggestions are presented as optional improvements with a before/after preview. Users can accept individual edits, reject them or adjust the tone, keeping control over how their experience is communicated.

User feedback

““Having real-time phrasing suggestions right alongside the preview gave me instant direction.””

Participant 05, AI Trust Assessment

““The AI Writer suggested punchy, active verbs as I typed, giving me absolute confidence in my phrasing.””

Participant 11, Usability and Desirability Test

““Being able to add my real signature directly onto my cover letter was such a nice touch.””

Participant 04, Usability Test
IIIDesign decisions

Unified Workspace

Merge the template browser, text editor and AI assistant into a single interface, removing context switching as a source of cognitive friction.

Unified Workspace after design iteration

The layout keeps templates, the working document and AI guidance available within the same environment. Users can explore templates without losing their draft and apply AI refinements without navigating away from their work.

User feedback

““I like that everything I need is right there. I’m not going back and forth between different screens, so it’s easier to stay focused on what I’m doing.””

Participant 02, Usability Test
Interface in context

Lyrra in context

Our scope is to reduce job application abandonment by transforming confusion into professional success and empowering individuals to present themselves effectively in the job market through professional tools.

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LYRRA context image 1
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LYRRA context image 2
Outcomes and evidence

What the work established

The current outcomes describe the product direction and the measurements planned for post-launch validation.

The Unified Workflow

Document creation, AI guidance, and review remain in one workspace, interconnected and easily available.

planned

A product-direction outcome; production impact has not yet been measured.

Next measure

Validate task completion, abandonment, and user confidence after launch.

planned

A post-launch measurement plan, not a reported result.

Reflection

Understanding Lyrra meant acknowledging that it was never about feature bloat or aggressive automation. Users do not stall because they lack creativity; they stall because empty slates, fragmented tools, and cognitive overload drain their momentum.