2. Confidential
What we’re covering today
Where to begin
What we should be focused on
The future of search is automated
Your job
Opportunities for tomorrow
Confidential
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Saying Deep Blue doesn’t really think about
chess is like saying an airplane doesn’t really fly
because it doesn’t flap its wings.
Prof. Drew McDermott
Professor of computer science at Yale University
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It is everywhere
What is machine learning promising?
Audience Expansion: leverages machine learning to automatically find users that closely match the explicit campaign
audience targeting criteria
Maximise conversion value: is a Smart Bidding Solution that automatically sets bids at auction time to get as much
conversion value as possible
Customised Ads: Automatically build customised ads, with responsive search ads. Google Machine Learning
Technology learns which ad combinations perform best
Smart Shopping campaigns: automated optimisation across contextual signals, including intent and seasonal demand
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It does if we don’t do our job
Interpret how the big three are using artificial intelligence
Test new releases and verify which are adding value
Understand the impact through effective measurement
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The easiest place to start
1. Positional based bidding
Use in a combination
Use on important Impression Share Campaigns
Set Min / Max Rules for protection
RULES
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The easiest place to start
1. Positional based bidding
Use in a combination
Use on important Impression Share Campaigns
Set Min / Max Rules for protection
2. Target CPA / ROAS
Reflect rules based on commercial objectives
Vue Cinemas – Location, Price Point and Film Type
Brand CPA £5 > £0.26, Generic CPA £12 > £3
Bookings still up 150% YoY
RULES
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The easiest place to start
1. Positional based bidding
Use in a combination
Use on important Impression Share Campaigns
Set Min / Max Rules for protection
2. Target CPA / ROAS
Reflect rules based on commercial objectives
Vue Cinemas – Location, Price Point and Film Type
Brand CPA £5 > £0.26, Generic CPA £12 > £3
Bookings still up 150% YoY
3. Impression Share Targeting
Worth testing on most valuable segmented campaigns e.g. High ROAS
RULES
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Ad Customisation
Top Tips:
1. Device / Location
2. Pricing / Promotions
3. Use Google Sheets
4. We boosted CTR 30% on a location heavy client
Go beyond DSA. Be cynical and influence the algorithm for gains
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Micro Moments
1st Party & CRM
1. Understand shopping habits
2. Predict model next most likely action
3. Customise
Two methods
Life Events Overlay
1. Marriage, House Move, Renovation
2. Understand product / service
demographics
3. 14% reduction in CPA
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Dynamic Bidding
Top Tips:
1. Low margin
2. Poor stock
3. Local Inventory Ads (+ Location
extensions for local listing ads)
4. Optimise to footfall + Blended CPA
Use live business intelligence
45. In summary
• Focus on the big three
• Be cynical – interpret, test
understand
• Develop your own filter
• Start with small, incremental
opportunities and build