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Prediction Markets and Artificial Intelligence in Concept Testing: Quester: QUANT + QUAL in a single hybrid design, leveraging AI technology Intengo: Prediction markets to test concepts - FAST Partnering to break through the “ not sures” and “idks” for quantitative clarity and real qualitative insight

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Page 1: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

Prediction Markets and Artificial Intelligence in Concept Testing:

Quester: QUANT + QUAL in a single hybrid design, leveraging AI technology

Intengo: Prediction markets to test concepts - FAST

Partnering to break through the “not sures” and “idks” for quantitative clarity and real qualitative insight

Page 2: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

HOW WE LOOK AT THINGS

Page 3: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

CRAB RANGOON PIZZA

CRAB RANGOONCrab Rangoon base, surimi, green onion, asiago and mozzarella topped with crispy wontons and a sweet chili lattice

10” - $13.9916” - $20.99

Page 4: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

MAC AND CHEESE PIZZA

MAC AND CHEESEBig D’s mac and cheese, mozzarella, cheddar and Parmesan topped with toasted Parmesan breadcrumbs

10” - $13.9916” - $20.99

Vegetarian

Page 5: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

FONGOLIAN PIZZA

FONGOLIAN BEEFMongolian sauce, sliced beef, roasted red pepper, green pepper and sautéed green onions tossed stir-fry style with mozzarella.

10” - $13.9916” - $20.99

Gluten-free

Page 6: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

A DIFFERENT QUESTION ABOUT THE PIZZAS

CRAB RANGOONCrab Rangoon base, surimi, green onion, asiago and mozzarella topped with crispy wontons and a sweet chili lattice

10” - $13.9916” - $20.99

MAC AND CHEESEBig D’s mac and cheese, mozzarella, cheddar and Parmesan topped with toasted Parmesan breadcrumbs

10” - $13.99 Vegetarian16” - $20.99

FONGOLIAN BEEFMongolian sauce, sliced beef, roasted red pepper, green pepper and sautéed green onions tossed stir-fry style with mozzarella.

10” - $13.99 Gluten-free16” - $20.99

Page 7: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

SOMETIMES RESEARCH FEELS LIKE TALKING TO A TEENAGER

Page 8: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

WHAT TO DO? ENGAGE THEM A DIFFERENT WAY

Skinin theGame

Page 9: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

WHAT IS A PREDICTION MARKET?

is a collection of people speculating on

a variety of events — exchange

averages, election results, commodity prices, quarterly sales results or even

such things as gross movie receipts.

Participants identify which concept will best

answer the

BUSINESS QUESTION for the

TARGET AUDIENCE

in an investment game

Patented process uses the collective wisdom of crowds

* Source: Investopedia

Because they represent a wide variety

of thoughts and opinions — much like

the markets as a whole — prediction markets have proven to be an effective prognostic tool.

As a result of their visionary value, prediction markets (sometimes referred

to as virtual markets) have been utilized

by a number of large companies — like Google, for example.*

A PREDICTION MARKET

“Which product claim is most likely to influence (the target audience) to purchase the product?”

“Target consumers are road warriors – people who are always on the

go.”

Page 10: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

THE PARTICIPANT EXPERIENCE

FRAME THECHALLENGE

BUILD A PORTFOLIO

ADD CONTEXT

The Investment Game Follow-up QuestionsScreening & Background

Participants can win money for correct predictions

Gamification/opportunity for correct predictions = participant engagement

Open ends/follow-up probes delivered by Quester moderator

collect rationale for preferences and ideas for

concept optimization

Customized screener questions ensure quality participants

Background info helps participants frame the exercise/target audience

Review the challenge framework and information

on the target audience

“Invest” in the concept(s) they believe best answer

the business question

Review concepts one at a time and build a

portfolio — concepts are the “stocks”

Explain in their own words why a concept will/won’t

be successful

INVEST INCONCEPTS

Page 11: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

HOW DO YOU GET EVEN MORE INSIGHT?

ArtificialIntelligence

Page 12: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

QUALITATIVE CONVERSATIONS FOCUS ON:

QUESTER’S QUALITATIVE CONVERSATIONS

1X1 ONLINECONVERSATIONS

Open ends with follow-up probes prompt participants to provide rationale for their predictions

SOFTWARE MODERATOR

The Quester moderator backed by artificial intelligence conducts interviews; qualitative data is

analyzed by Questerlinguistic analysts

Predicted success/failure, uniqueness, fit with the brand

Drivers and/or barriers

Situations and occasions of use

Optimization and enhancement opportunities

Page 13: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

QUESTER’S AI MODERATOR – HOW IT WORKS

WWW.QUESTER.COM/HOWITWORKS

(LINK TO VIDEO)

Page 14: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

Probed OE: Help me understand why this creative concept will be least effective at influencing the most sales of the products. Please be as detailed as possible

RESEARCH ON RESEARCH

16WITH PROBING

THE INITIAL RESPONSE:

Tells us why the concept is not working, BUTis solely focused on freshness

MISSES KEY DRIVERS –WE DON’T KNOW WHAT THEY ARE

I don’t think it is necessarily a bad

concept, it just doesn’t seem to speak for all

that the company stands for … “

“AVERAGE WORD COUNT

NO PROBING

Page 15: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

RESEARCH ON RESEARCH

“… Freshness yes, but taste and variety and the pride of those fortunate enough to produce these wonderful products. It would be nice to combine this concept with the various faces in the other scheme showing all kinds of people enjoying the fresh treats. Besides emphasizing fresh, show that all kinds of people enjoying the product.“

31

AVERAGE WORD COUNT

WITH PROBING

WITH PROBING

WE LEARN …It is important to portray the core company values – great tasting products people enjoy and pride in making the products

This may be a very

simple tweak –

include more visuals

of people consuming

and enjoying the

company’s products

Probed OE: Help me understand why this creative concept will be least effective at influencing the most sales of the products. Please be as detailed as possible

Page 16: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

© C opyright 2017 Q uester | 16

THEMES FROM ORIGINAL RESPONSES THEMES FROM PROBED RESPONSES: Deeper Understanding

46% Doesn’t say enough

25% Dull – nothing grabs attention

16% Not believable

11%Great taste-enjoymentlost

16%Show morepeople enjoying

the products

10% Freshness is too forced

6%Show more of employees taking pride in their work

13%Freshness overused-tune it out

9% Mass produced –long shelf life

RESEARCH ON RESEARCH

Probed OE: Help me understand why this creative concept will be least effective at influencing the most sales of the products. Please be as detailed as possible

Page 17: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

ABOUT THE METHODOLOGIES – SAMPLE DELIVERABLES

QUALITATIVE STATEMENT REACTION

“Eliminates” is helpful but “organic and wildly grown” is potentially polarizing

“ELIMINATES BAD BREATH”

“WILDLY GROWN”

BLUE: Primarily positive reaction

ORANGE: Mixed reactionRED: Primarily negative reaction

41% ORGANIC & 10% WILDLY GROWNConveys to consumers product is natural (23%) with no chemicals (8%)

or other artificial ingredients (3%)

13% SAFE & HEALTHY TO USEThe idea of no chemicals or artificial ingredients leads them to believe it’ll

be safe or even healthier

8% UNSURE ABOUT ORGANIC & 6% UNSURE ABOUT WILDLY GROWNWildly grown is vague/confusing – can

be seen as marketing “hype” or they feel it will make the product expensive;

some question the effectiveness or taste based on negative experiences with “natural” products

23% BAD BREATH & 18% NOT COVER UPEliminating the bad breath rather than covering it up helps provide the reason to believe why it will provide long-lasting fresh breath

(7%) rather than just “a couple of minutes” like mints; leads them to believe it’ll treat or solve the problem

Made with 100% organic and wildly grown ingredients that eliminate bad breath, compared to gum and mints that just temporarily cover it up.

Page 18: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

NEW PRODUCT CONCEPTS

BRANDING PLATFORMS

NAMES

CLAIMS/TAGLINES

IDENTIFIES WHICH CONCEPT(S) ARE THE MOST

LIKELY TO: BE PURCHASED/INFLUENCE, ETC.

COLLECTS RATIONALE FOR CHOICES IN

CONSUMERS’ OWN LANGUAGE

PACKAGING DESIGNS

MARKETING MESSAGES (ads, product descriptions,

positioning statements, signage)

IDENTIFYING OPTIMAL CONSUMER SEGMENTS

A HYBRID DESIGN IDEAL FOR SCREENING AND TESTING

ABOUT THE METHODOLOGIES

Page 19: Prediction Markets and Artificial Intelligence in Concept Testinginsightinnovation.org/iiex-presentations/NA18/Tim.pdf · Prediction Markets and Artificial Intelligence in Concept

PATRICK ARMINIO Vice President Client Services

[email protected]

FOR MORE INFORMATION, CONTACT:

SANDY MCCRAYInsights Curator303-895-5075

[email protected]