Scout AI Concierge, landing visual

AI Product · DreamSetGo

Scout
AI Concierge

DreamSetGo's AI travel concierge for sports, events and holidays. Scout helps travellers discover experiences, compare options, plan trips and get answers using DreamSetGo's catalogue.

Company DreamSetGo
Role Head of Design
Timeline Concept to shipped MVP in 6 weeks
Stack AGUI frontend · RAG + Orchestration backend
Responsibilities
AI Product Strategy Conversation Design Generative UI Design Systems Interaction Design Identity Design
6 weeks

From concept to shipped MVP

4

Production skills with open Q&A

40+

Components in the AGUI library

1

Designer across the full experience

The Situation and the Opportunity

Travel planning starts with questions

DreamSetGo has a large catalogue of premium experiences, but travellers often need help deciding what fits their trip. They ask questions about destinations, budgets, events, itineraries and experiences.

"Which destination is better for my family?"

"Is this Grand Prix worth the extra cost?"

"How do I make the most of five days in Europe?"

"What's the best experience for my budget and interests?"

Search and filters work well when the traveller knows what they want. They are less useful when they need guidance.

Scout was designed to help travellers make those decisions using DreamSetGo's catalogue.

The challenge isn't discovery.
It's decision-making.
Customers don't need more options. They need an expert to help them choose. Scout turns DreamSetGo's catalogue into that expert.
Scout home screen, DSG catalogue-first response

Scout checks DreamSetGo's catalogue first.

The Research

Where travel planning breaks down

We mapped the traveller journey and found seven recurring problems.

01

Too many choices

Travellers struggle to narrow down the right option.

02

Limited curation

Listings leave travellers to compare and shortlist on their own.

03

Limited context

Recommendations don't account well for budget, dates or travel group.

04

Fragmented booking

Discovery and booking happen across different places.

05

No continuity

Travellers often have to repeat their requirements on each visit.

06

Scattered decisions

Trip planning happens across tabs, websites and conversations.

07

Limited contextual help

Support often lacks the context of the page or product being viewed.

The opportunity for Scout
Bring recommendations, context and trip planning into one conversation.

The Approach

Build Scout around the full travel journey

The goal was to take travellers from their first question to a confident decision and booking.

Scout was designed to work across the whole journey rather than a single step.

Traditional commerce
Browse Compare Book
Scout
Understand Suggest Shortlist Compare Plan Decide Book

Those extra steps are where Scout earns trust, so a booking lands as a decision someone stands behind.

Five product principles

The journey

From the first question to a confident booking.

Build decision confidence

Help travellers understand their options and trade-offs.

Keep the journey together

Carry context across the conversation.

Curate first

Start with relevant recommendations instead of long lists.

Use DreamSetGo's products

Bring real packages and experiences into the conversation.

Use natural language

Let travellers ask questions in their own words.

Five design rules

The rules that guided design decisions.

01

Conversation first

Start with the traveller's question.

02

Remember context

Don't ask for the same information again.

03

Show information progressively

Reveal detail as the traveller needs it.

04

Support the decision

Help travellers evaluate options and choose.

05

Ask before personalising

Use personal information with clear consent.

The Build

From research to four launch skills

We mapped the traveller journey, identified where AI could help, and defined ten possible features.

Existing traveller problems mapped across Discovery, Booking and Post-Booking stages of the journey

Existing problems mapped across the traveller journey.

Each concept was scored on journey coverage and build complexity.

The traveller journey remapped from a three-step funnel into seven stages, with the AI-augmented role defined for each

AI opportunities mapped to each stage of the journey.

Four features were prioritised for the six-week MVP.

Prioritisation matrix scoring the ten concepts on journey breadth against implementation complexity

Prioritising concepts by journey coverage and build complexity.

The four launch skills:

  • Discover Destinations: turn a broad travel brief into relevant destinations.
  • Destination Comparison: compare destinations across cost, travel time, events and experience.
  • Best Time to Visit: help travellers choose the right travel window based on season, weather, events and budget.
  • Itinerary Builder: create a day-by-day itinerary based on destination, dates and preferences.

The remaining concepts moved to the roadmap.

The Solution

Scout is available throughout the journey

Scout appears in two key places: open-ended discovery on Home and contextual help on product pages.

Where Scout appears

Scout orb in the bottom navigation bar on the home tab

01. Home tab

The Scout orb sits in the bottom navigation, giving travellers direct access to discovery.

Persistent Scout floating action button on a package detail page

02. Product page

A persistent Scout button stays available while browsing a package.

Contextual Scout nudge with page-aware prompt chips

03. In context

Contextual prompts help travellers ask relevant questions about the package they are viewing.

How Scout responds

  1. 01

    Ask

    Ask a question in natural language or choose a suggested prompt.

  2. 02

    Understand

    Scout identifies the intent and selects the right skill or knowledge source.

  3. 03

    Answer

    Responses start with DreamSetGo's catalogue and relevant travel knowledge.

  4. 04

    Continue

    Refine the request, explore the product or connect with the DSG team.

Real conversation

Traveller taps the Trending Sports Holidays category

01 · Ask Scout

Travellers can choose a suggested category instead of typing.

Trending packages answered with a variant selection, Starter or Rooftop Lounge

02 · Pick a variant & proceed

Relevant package options appear directly in the conversation.

Real Anantara Bali package with price, itinerary and inclusions inside the chat

03 · See the real package

Package price, itinerary and inclusions appear inside Scout.

Full itinerary expanded inline with quick actions below

04 · Always a next step

Travellers can expand details or move to actions such as Package Summary and Contact Us.

The Walkthrough

Scout in action

Real captures from the shipped MVP showing two common journeys.

F1 Package → Experiences in Milan

A sports booking that expands into curated Milan experiences and restaurants.

Discover → Tokyo Itinerary Builder

A broad travel preference turned into a day-by-day Tokyo itinerary.

The Craft

A shared system for every skill

Strategy only lands if the details hold. This is where it gets tangible.

Four skills

Each skill answers a different question, but they all use the same shared components.

Skills bottom sheet with the four launch skills

Every skill is one tap away from the Skills sheet.

The four skills

Destination Comparison skill, side-by-side takeaway

01 · Destination Comparison

Compare destinations across cost, events, travel time and experience.

"Compare Australia and Greece for a holiday trip."

Best Time to Visit skill, seasonal guidance

02 · Best Time to Visit

Find the best travel period based on season, weather, events and other factors.

"When's the best time to visit Kenya?"

Itinerary Builder skill, day-by-day plan

03 · Itinerary Builder

Create a day-by-day plan using destination, dates and traveller preferences.

"Plan a 5-day trip to Japan and South Korea."

Discover Destinations skill, matched suggestions

04 · Discover Destinations

Describe the type of trip you want and get matching destinations from the DreamSetGo catalogue.

Compare destinations in one flow

Choose destinations, compare them side by side, explore more detail and get a recommendation.

Destination Comparison skill shown end to end: entry, comparison table, expanded detail, and the quick takeaway recommendation

Entry, comparison table, expanded detail, and the takeaway that recommends a destination and offers the next step.

Find a destination that fits

Travellers choose a travel style and answer a few questions about budget and travel group. Scout then suggests destinations that match. They can explore highlights, costs and packages before deciding.

Discover Destinations skill shown end to end: choose a travel style, answer budget and travel-group questions, get matched destinations, then explore highlights and cost

Designed for every conversation state

Scout handles the moments between questions and answers so travellers always know what to do next.

Scout suggestions overlay: show ticket, things to do around, visa help, stadium help, contact us

Suggested actions

Every response can include relevant actions, reducing the need to type.

Scout thinking state: 'I'm on it, Scouting ahead' status message over dimmed destination cards

Loading

Scout explains when it is working instead of showing an empty loading state.

Scout human handoff options, WhatsApp, call, register interest

Human handoff

When Scout cannot resolve a request, travellers can contact the DSG team through WhatsApp, phone or an interest form.

One component system across Scout

Scout uses a reusable set of components for different types of responses. The data changes, while the interaction stays familiar.

  • Learn the interface once and every skill reads the same way.
  • Design and QA effort stays flat as skills grow.
  • A new capability ships as a payload, not a new front-end build.
One reply, assembled
You tap Scout structures Product appears Next step offered
Prompt chips component

Part 01 · Move forward

Prompt chips

Suggested actions that help travellers continue without typing.

Preference chip picker component

Part 02 · Say it with taps

Preference picker

Capture budget, travel style and travel group through quick selections.

Comparison takeaway component

Part 03 · Decide at a glance

Comparison takeaway

Summarise the key differences and recommendation.

Expandable info card component

Part 04 · Go deeper

Expandable information

Show additional detail only when requested.

Package summary card component

Part 05 · Meet the product

Package summary

Bring real DSG packages, pricing and booking information into the conversation.

Variant selector component

Part 06 · Choose a tier

Variant selector

Let travellers compare and choose package options.

How We Built It

A system that scales with every new skill

Scout needed a flexible interface that could support new skills without designing a new screen for each one.

Together, they created a reusable foundation where new skills could be added without rebuilding the experience.

AGUI

Assembles the right interface using reusable components.

Orchestration

Understands the request and routes it to the right skill.

RAG

Brings in relevant information from DreamSetGo's catalogue and trusted travel sources.

Every component had a clear specification

Each AGUI component included its layout, typography, copy, states and interactive behaviour, along with a live preview.

AGUI library overview with shared grid, type scale and colour tokens

One shared library

A common grid, type scale and colour system across components.

Itinerary builder component spec with every field and label written out

Every detail documented

Fields, labels and behaviours were defined for engineering.

Horizontal scroll container spec, a shared primitive

Reusable components

Common patterns such as carousels were built once and reused.

Restaurant details component spec showing default, shortlisted and closed states

All states designed

Default, selected, closed and other states were defined before development.

The Identity

Creating Scout's identity

The name Scout connects naturally with travel, sports and exploration. Scout refers to exploring ahead, finding the right option and helping travellers navigate their choices. It also shaped the product's voice and language.

The product uses Scout as an active verb:

"I'm on it, scouting ahead." "Scouting the best events for you…" "Want me to scout some alternatives?" "Found a path worth taking."

The mark

The logo uses an "S" shaped like a continuous path, combining the name with the idea of exploration.

Scout logo ideation, from travel iconography to the final S pathway mark

The Outcomes

Results

Measured after the MVP shipped.

6 weeks

Concept to shipped MVP

Concept to shipped MVP, live in the DSG app.

30s → 7s

Average query response time

After improving RAG retrieval and catalogue indexing.

3% → 12%

Weekly users asking Scout questions

After adding event and product-specific queries.

25%

Of queries came from two skills

Destination Comparison and Itinerary Builder.

60% less

Frontend development effort

Through AGUI.

50% less

Design bandwidth

Through component reuse across skills.