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HOW AI/ML CAN
SUPERCHARGE
YOUR SEO
We help website owners expand traffic with an
organic sustainable growth
...using semantic web technologies
THE NEW SEO
MEETs
W
O
R
D
L
I
F
T
● A Semantic Platform for SEO
● 460+ active subscriptions
● Partner of WooRank (a
leading SEO tool from
Belgium)
● Available as WordPress
plugin and as JavaScript
library
● Started in 2017 after few
years in R&D
● Alive & Kicking 🎉
TRUSTED BY
Symbolic vs. Analogical Man: Top-Down vs. Bottom Up
Symbolic vs Connectionist AI
Logical vs.Analogical or Symbolic vs. Connectionist or Neat vs. Scruffy Marvin Minsky
Symbolic vs Connectionist AI
Logical vs.Analogical or Symbolic vs. Connectionist or Neat vs. Scruffy Marvin Minsky
Numerical Opacity: Symbolic Apple vs. Connectionist Apple
ARTIFICIAL INTELLIGENCE
Reasoning
NLP
Planning
Machine Learning
Supervised Unsupervised
Reinforcement
Learning
Deep Learning
(Neural Networks)
Harald Sack - “Do neural networks dream of semantics?” cc-by 2018
“The goal of AI is
to develop
machines that
behave as
though they
were intelligent.”
John McCarthy
Agentive SEO = Human-in-the-Loop
AI Process
(NLP, ANN,
Reasoning, …)
Human
Validation
OutputConfident
Uncertain
Active Learning
Gary Illyes on the importance of image search
for publishers and webmasters
https://twitter.com/methode/status/1126875386619412481?s=19
Image SEO using Deep Learning for Image
Captioning
1. Improve image alt tag
and description (when
missing)
2. Improve % of images
displayed in Google
Image Search
3. Improve Average CTR
on Google
<start>a man and a woman sitting at a table with a cake. <end>
BETA
Image SEO using Deep Learning for Image
Captioning
1. Improve image alt tag
and description (when
missing)
2. Improve % of images
displayed in Google
Image Search
3. Improve Average CTR
on Google
<start>a group of people sitting at a table and he seems 😐. <end>
BETA
Is
training
data
available
?
Use SOTA
models
NO
Train your
own model
YES
THE DEMO
Agentive SEO
WordLift
Image seo
plugin
Image SEO using Deep Learning for Image
Captioning (WordPress Plugin) 1/2
D
EM
O
existing title
proposed
caption
confidence
Image SEO using Deep Learning for Image
Captioning (WordPress Plugin) 2/2
D
EM
O
“Open data needs to be
taken as serious as open
source software.”
Chris Taggart
1. Semantic
(open) Data
is an
essential
building
block
LEARN
IN
G
Semi-automate Structured
Linked Data using NLP
1. Annotate/Link Named
Entities in posts and
pages
2. Build a Knowledge
Graph optimised for
SEO
3. Improve Impressions
and Clicks on Google
● 148.166 new users
from organic search
in 6 months
● +92.64% growth when
compared to similar
websites in Austria
W
O
RD
LIFT
From URLs to a Knowledge Graph
data expansion for travel destinations
BETA
1. Crawl urls that can
benefit from structured
data
2. Collect data from LOD
to enrich each page
3. Improve Impressions
and Clicks on Google
“The ground truth is
overrated. There’s this
underlying perception that
‘I’ve got the data to answer
my business question,’ and
sometimes it’s just not the
case.”
Tim Delisley
2. Subject-Matter-
Experts need
to be on the
team from
day one
LEARN
IN
G
Boost CTR by analysing the Semantic Similarity
between Queries and Titles
1. Find titles to improve
2. Improve these titles (or
enrich the search
snippet) to match the
most relevant query
3. Get a better % of CTR
on Google Search
EXPERIM
EN
T
We use TF-Hub Universal Encoder to analyze
the semantic similarity between titles and
queries on a travel website.
EXPERIM
EN
T
Higher similarity (y axis) seems to have a
correlation with the rankings (x axis)
Similarity (y) | Position (x) Titles that could be improved by adding the location
(alternatively the location can be added using
schema:breadcrumb)
EXPERIM
EN
T
“Data science should go
at the speed of thought.”
Cassie Kozyrkov
3. The ML/AI
stack is
evolving and
UX is
improving -
things
become
simpler
LEARN
IN
G
DRIVING FORCES
BEHIND AI
TRANSFORMATION
CLEAN DATA = DIRTY
MOTIVE?
dixonhjones Majestic CEO - “Structured Data: A Dirty Little Secret”
DRIVING FORCES
BEHIND AI
TRANSFORMATION
IS DATA FOR
GOOGLE ONLY?
Google Analytics goes Semantic
Traffic by Topic Topics mentioned in an article
W
O
RD
LIFT
“We want
raw data NOW.”
Tim Berners-Lee
4. Always link
data with other
data - data
becomes the
center of your
new
product/service
LEARN
IN
G
GRAZIE!!

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How AI/ML Can Supercharge Your SEO (a TNW round table)

  • 2. We help website owners expand traffic with an organic sustainable growth ...using semantic web technologies
  • 3. THE NEW SEO MEETs W O R D L I F T ● A Semantic Platform for SEO ● 460+ active subscriptions ● Partner of WooRank (a leading SEO tool from Belgium) ● Available as WordPress plugin and as JavaScript library ● Started in 2017 after few years in R&D ● Alive & Kicking 🎉
  • 5. Symbolic vs. Analogical Man: Top-Down vs. Bottom Up Symbolic vs Connectionist AI Logical vs.Analogical or Symbolic vs. Connectionist or Neat vs. Scruffy Marvin Minsky
  • 6. Symbolic vs Connectionist AI Logical vs.Analogical or Symbolic vs. Connectionist or Neat vs. Scruffy Marvin Minsky Numerical Opacity: Symbolic Apple vs. Connectionist Apple
  • 7. ARTIFICIAL INTELLIGENCE Reasoning NLP Planning Machine Learning Supervised Unsupervised Reinforcement Learning Deep Learning (Neural Networks) Harald Sack - “Do neural networks dream of semantics?” cc-by 2018 “The goal of AI is to develop machines that behave as though they were intelligent.” John McCarthy
  • 8. Agentive SEO = Human-in-the-Loop AI Process (NLP, ANN, Reasoning, …) Human Validation OutputConfident Uncertain Active Learning
  • 9. Gary Illyes on the importance of image search for publishers and webmasters https://twitter.com/methode/status/1126875386619412481?s=19
  • 10. Image SEO using Deep Learning for Image Captioning 1. Improve image alt tag and description (when missing) 2. Improve % of images displayed in Google Image Search 3. Improve Average CTR on Google <start>a man and a woman sitting at a table with a cake. <end> BETA
  • 11. Image SEO using Deep Learning for Image Captioning 1. Improve image alt tag and description (when missing) 2. Improve % of images displayed in Google Image Search 3. Improve Average CTR on Google <start>a group of people sitting at a table and he seems 😐. <end> BETA Is training data available ? Use SOTA models NO Train your own model YES
  • 13. Image SEO using Deep Learning for Image Captioning (WordPress Plugin) 1/2 D EM O existing title proposed caption confidence
  • 14. Image SEO using Deep Learning for Image Captioning (WordPress Plugin) 2/2 D EM O
  • 15. “Open data needs to be taken as serious as open source software.” Chris Taggart 1. Semantic (open) Data is an essential building block LEARN IN G
  • 16. Semi-automate Structured Linked Data using NLP 1. Annotate/Link Named Entities in posts and pages 2. Build a Knowledge Graph optimised for SEO 3. Improve Impressions and Clicks on Google ● 148.166 new users from organic search in 6 months ● +92.64% growth when compared to similar websites in Austria W O RD LIFT
  • 17.
  • 18. From URLs to a Knowledge Graph data expansion for travel destinations BETA 1. Crawl urls that can benefit from structured data 2. Collect data from LOD to enrich each page 3. Improve Impressions and Clicks on Google
  • 19. “The ground truth is overrated. There’s this underlying perception that ‘I’ve got the data to answer my business question,’ and sometimes it’s just not the case.” Tim Delisley 2. Subject-Matter- Experts need to be on the team from day one LEARN IN G
  • 20. Boost CTR by analysing the Semantic Similarity between Queries and Titles 1. Find titles to improve 2. Improve these titles (or enrich the search snippet) to match the most relevant query 3. Get a better % of CTR on Google Search EXPERIM EN T We use TF-Hub Universal Encoder to analyze the semantic similarity between titles and queries on a travel website.
  • 22. Higher similarity (y axis) seems to have a correlation with the rankings (x axis) Similarity (y) | Position (x) Titles that could be improved by adding the location (alternatively the location can be added using schema:breadcrumb) EXPERIM EN T
  • 23. “Data science should go at the speed of thought.” Cassie Kozyrkov 3. The ML/AI stack is evolving and UX is improving - things become simpler LEARN IN G
  • 24. DRIVING FORCES BEHIND AI TRANSFORMATION CLEAN DATA = DIRTY MOTIVE? dixonhjones Majestic CEO - “Structured Data: A Dirty Little Secret”
  • 26. Google Analytics goes Semantic Traffic by Topic Topics mentioned in an article W O RD LIFT
  • 27. “We want raw data NOW.” Tim Berners-Lee 4. Always link data with other data - data becomes the center of your new product/service LEARN IN G