CASE STUDY · CIRCLE GLOBAL

AI-Powered Operations Platform.

AI-Powered Operations Platform.

A modern SaaS dashboard where recruiters and AI work side-by-side to find, evaluate, and hire candidates faster.

In short: I put the AI inside the recruiter’s dashboard with two modes: quiet while you browse, full-screen when a decision is due. It became the backbone of Circle’s hiring platform.

In short: I put the AI inside the recruiter’s dashboard with two modes: quiet while you browse, full-screen when a decision is due. It became the backbone of Circle’s hiring platform.

ROLE

Product Lead

COMPANY

Circle Global (US, AI hiring)

TIMELINE

3 months

FOCUS

AI interaction model, experience flows, visual design

The problem.

Recruiting teams were operating inside a fragmented tool stack:

ATS platforms

Spreadsheets

Chat tools

Disconnected AI experiments

ATS platforms

Spreadsheets

Chat tools

Disconnected AI experiments

ATS platforms

Chat tools

Spreadsheets

Disconnected AI experiments

This caused:

  • slow hiring

  • low trust in AI

  • constant context-switching

  • poor decision visibility

AI existed, but it lived outside the product — forcing users to jump between systems instead of staying focused on hiring.

The Challenge.

Design a web-based SaaS platform that allows recruiters to:

  • use AI for real work

  • stay in control of decisions

  • see and act on live data

  • without leaving their primary workflow

AI had to become part of the product experience, not an overlay or chatbot.

The Product.

Circle Web App brings:

  • candidate data

  • job management

  • AI insights

  • and recruiter actions

into one unified operational dashboard.

How AI Lives Inside the Product.

We tested multiple ways to integrate AI into a complex SaaS interface:

  • right-side overlays

  • three-column layouts

  • floating panels

  • modal-based suggestions

All of them failed for the same reason:

They made AI feel like a plugin — not part of the product.

Recruiters lost context, trust, and control.

Final Interaction Model.

We designed two AI states that adapt to recruiter intent.

26 seconds of the real product: Ask mode, AI taking over the screen for a decision, and ranked candidates with the reasons behind each match.

1. Ask Mode

When recruiters are exploring or searching:

  • AI appears on the left

  • the main dashboard remains visible

  • users can type naturally while seeing data

This keeps AI assistive, not intrusive.

When recruiters are exploring or searching:

  • AI appears on the left

  • the main dashboard remains visible

  • users can type naturally while seeing data

This keeps AI assistive, not intrusive.

2. Decision Mode

When AI finds something important:

  • the chat moves to the top

  • the result becomes full-screen

  • recruiters focus on evaluation and action

AI steps forward only when it matters.

When AI finds something important:

  • the chat moves to the top

  • the result becomes full-screen

  • recruiters focus on evaluation and action

AI steps forward only when it matters.

What Recruiters Can Do

From a single interface, recruiters can:

From a single interface, recruiters can:

  • find and rank candidates

  • run conversational search

  • create and publish job listings

  • find and rank candidates

  • run conversational search

  • create and publish job listings

  • forecast restaurant hiring needs

  • compare AI recommendations

  • act instantly

  • forecast restaurant hiring needs

  • compare AI recommendations

  • act instantly

The outcome.

This interaction model became the backbone of Circle’s AI-powered hiring platform.

It enabled:

It enabled:

  • faster recruiter workflows

  • higher trust in AI

  • fewer tools and fewer handoffs

  • one source of truth for hiring operations

Watch the full product walkthrough (2:48)

DESIGN

Design System & Brand Expression.

Alongside interaction design, I was responsible for shaping the visual language and component system to ensure consistency, clarity, and scalability.

Alongside interaction design, I was responsible for shaping the visual language and component system to ensure consistency, clarity, and scalability.

View More.

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My Role & Scope.

Product Lead

3 months

Circle Global

AI interaction design, experience flows, visual design

CONTACT

Let’s Get in Touch

Interested in collaborating or learning more? Feel free to reach out.

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