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Bridging insight
and digital
activation
How we built the world's-first
precision activation engine
Mihajlo Popesku, PhD
Chief Research Officer @ Qudo
About me
Marketing Scientist
◆ Helping companies to understand consumer complexity
◆ Use research and data to answer difficult questions
◆ Measure and model latent phenomena
Former university professor/lecturer
15 years hands on research experience
Questionardo (Qudo) co-founder: raised $6.7M
Marketing in a nutshell
Data
Assumptions
Reports
Segmentation Targeting Positioning
Digital marketing challenges
Segmentation Targeting Positioning
Data void of channel info
Use of PII creepy
Cookies going away
Not knowing what to offer
Not knowing what to say
Not knowing how to say it
Absence/poor data
Regulation/Access/Consent
Data handling/Siloes
Lack of DS skills
● No data, no consent -> improvisation
● Inadequate data -> segments not actionable
● DMP -> if you are rich
● Cookies -> going away
Key challenge: Bridging the S-T gap
● Innovative SaaS leveraging zero-party data
● Research with segmentation and activation at the core
● Advanced adversarial clustering algorithms for precise segmentation
● Harnessing LLMs for insight interpretation
● Unique targeting criteria identification through algorithms
● Intelligent recommendations for optimal criteria combinations
● Effortless one-click export to Social Media Channels
● Robust data protection and GDPR Compliance
Bridging the S-T gap with Qudo PAE
Demo
Amount spent
(Euros)
Reach Impressions Link clicks Unique link
clicks
Landing page
views
Benchmark
Qudo
Qudo vs. %
€2,158.40
€3,783.60
+75%
1,747,988
2,606, 523
+60%
2,838,853
4,551,245
+60%
14, 667
33,292
+127%
13,981
30,963
+121%
3,662
20,957
+472%
CPM reach
(Euros)
CPM CPC:
Link click
CPC:
Unique link
CPC:
Page view
Benchmark
Qudo
Qudo vs. %
€1.23
€1.45
+18%
€0.76
€0.83
+9%
€0.15
€0.11
-23%
€0.15
€0.12
-21%
€0.59
€0.18
-69%
Campaign
performance
Cost per thousand impressions (CPM)
And Cost per click (CPC)
Qudo performed randomised
A/B testing on two of the
client’s campaigns.
We compared the client’s
existing campaign (labelled
as ‘benchmark’)alongside a
new creative approach - one
influenced by Qudo’s
audience insights.
The outcome is clear - the
route integrating Qudo’s
audience recommendations
substantially outperformed
the pre-existing option.
Case study: Digital loan product
Over 120% more clicks
including unique with
more than 21% lower cost-
per-click.
The Qudo-informed
campaign ran for less time,
but had a significantly
higher conversion rate than
the benchmark.
Volume
All of which
resulted in a
loan approval
rate of 72% vs
a benchmark
of 25%
60% more impressions at
only a 9% higher cost-per-
thousand views.
Awareness
5x more visits to the product
landing page, at a 69% lower
cost-per-click.
Efficiency
Case study: Digital loan product
Qudo journey: Where we were
● Initial concept: revolutionizing questionnaire design automation
● Funding challenges: insufficient investment for deep tech
● Strategic pivot: concentrating on PAE for feasible progress
● Defining MVP: overcoming the struggle for clarity and direction
Qudo journey: Where we are now
● MVP launched in March 2023
● Qudo 3D (subscription based SaaS)
○ Financial services; Food and beverage; Fashion and Beauty; Travel and Tourism; Home and
Garden; Entertainment; Wellbeing; Technology & Communication
● Qudo 4D (bespoke projects facilitated by SaaS)
○ Major football clubs, telecoms, banks, oil and gas companies etc.
● Validating product market fit
● Using LLMs for Segment Persona Report Generation
Qudo journey: Where we are heading
● Embracing the Paradigm Shift
○ Chat to Segments
○ Chat to Data
● Exploiting LLMs for Creative Ideation
● Pursuing Channel-Agnostic Targeting for Versatility
● Automation of Data-Driven Marketing Communication:
○ Real-Time Survey Generation
○ Streamlining the Process for DIY Implementation
● Scaling Up: Transitioning from Startup to an Established Player
● Boosting ARR: Preparing for a Successful Series A Funding Round
Lessons learned
Overcoming obstacles: adapt, pivot, or leap forward
Patience and Persistence: great ideas take time to flourish
The Winning Formula: grit, dedication, hard work, and resources
Market Shifts: stay focused, seize opportunities, and react quickly
Embrace the Race: innovate faster than your competitors
Accepting Failure: the inevitable risk of startup ventures
Enjoy the Journey: have fun while pursuing your vision
Qudo
Company profile
January 2023
Questions?
mike@qudo.ai
www.qudo.ai
Let’s connect!

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  • 1.
  • 2. Bridging insight and digital activation How we built the world's-first precision activation engine Mihajlo Popesku, PhD Chief Research Officer @ Qudo
  • 3. About me Marketing Scientist ◆ Helping companies to understand consumer complexity ◆ Use research and data to answer difficult questions ◆ Measure and model latent phenomena Former university professor/lecturer 15 years hands on research experience Questionardo (Qudo) co-founder: raised $6.7M
  • 4. Marketing in a nutshell Data Assumptions Reports Segmentation Targeting Positioning
  • 5. Digital marketing challenges Segmentation Targeting Positioning Data void of channel info Use of PII creepy Cookies going away Not knowing what to offer Not knowing what to say Not knowing how to say it Absence/poor data Regulation/Access/Consent Data handling/Siloes Lack of DS skills
  • 6. ● No data, no consent -> improvisation ● Inadequate data -> segments not actionable ● DMP -> if you are rich ● Cookies -> going away Key challenge: Bridging the S-T gap
  • 7. ● Innovative SaaS leveraging zero-party data ● Research with segmentation and activation at the core ● Advanced adversarial clustering algorithms for precise segmentation ● Harnessing LLMs for insight interpretation ● Unique targeting criteria identification through algorithms ● Intelligent recommendations for optimal criteria combinations ● Effortless one-click export to Social Media Channels ● Robust data protection and GDPR Compliance Bridging the S-T gap with Qudo PAE
  • 9. Amount spent (Euros) Reach Impressions Link clicks Unique link clicks Landing page views Benchmark Qudo Qudo vs. % €2,158.40 €3,783.60 +75% 1,747,988 2,606, 523 +60% 2,838,853 4,551,245 +60% 14, 667 33,292 +127% 13,981 30,963 +121% 3,662 20,957 +472% CPM reach (Euros) CPM CPC: Link click CPC: Unique link CPC: Page view Benchmark Qudo Qudo vs. % €1.23 €1.45 +18% €0.76 €0.83 +9% €0.15 €0.11 -23% €0.15 €0.12 -21% €0.59 €0.18 -69% Campaign performance Cost per thousand impressions (CPM) And Cost per click (CPC) Qudo performed randomised A/B testing on two of the client’s campaigns. We compared the client’s existing campaign (labelled as ‘benchmark’)alongside a new creative approach - one influenced by Qudo’s audience insights. The outcome is clear - the route integrating Qudo’s audience recommendations substantially outperformed the pre-existing option. Case study: Digital loan product
  • 10. Over 120% more clicks including unique with more than 21% lower cost- per-click. The Qudo-informed campaign ran for less time, but had a significantly higher conversion rate than the benchmark. Volume All of which resulted in a loan approval rate of 72% vs a benchmark of 25% 60% more impressions at only a 9% higher cost-per- thousand views. Awareness 5x more visits to the product landing page, at a 69% lower cost-per-click. Efficiency Case study: Digital loan product
  • 11. Qudo journey: Where we were ● Initial concept: revolutionizing questionnaire design automation ● Funding challenges: insufficient investment for deep tech ● Strategic pivot: concentrating on PAE for feasible progress ● Defining MVP: overcoming the struggle for clarity and direction
  • 12. Qudo journey: Where we are now ● MVP launched in March 2023 ● Qudo 3D (subscription based SaaS) ○ Financial services; Food and beverage; Fashion and Beauty; Travel and Tourism; Home and Garden; Entertainment; Wellbeing; Technology & Communication ● Qudo 4D (bespoke projects facilitated by SaaS) ○ Major football clubs, telecoms, banks, oil and gas companies etc. ● Validating product market fit ● Using LLMs for Segment Persona Report Generation
  • 13. Qudo journey: Where we are heading ● Embracing the Paradigm Shift ○ Chat to Segments ○ Chat to Data ● Exploiting LLMs for Creative Ideation ● Pursuing Channel-Agnostic Targeting for Versatility ● Automation of Data-Driven Marketing Communication: ○ Real-Time Survey Generation ○ Streamlining the Process for DIY Implementation ● Scaling Up: Transitioning from Startup to an Established Player ● Boosting ARR: Preparing for a Successful Series A Funding Round
  • 14. Lessons learned Overcoming obstacles: adapt, pivot, or leap forward Patience and Persistence: great ideas take time to flourish The Winning Formula: grit, dedication, hard work, and resources Market Shifts: stay focused, seize opportunities, and react quickly Embrace the Race: innovate faster than your competitors Accepting Failure: the inevitable risk of startup ventures Enjoy the Journey: have fun while pursuing your vision