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Understanding
Semantic Search and
AI Content to Drive
Growth in 2023
March 2023
Previsible.io draws from a collective 40+ years
of SEO and Digital Marketing experience to
unlock organic search growth opportunities.
We enable businesses to build a culture and
ecosystem that embraces SEO knowledge,
understanding, and implementation. Our goal
is to equip organizations with the tools,
systems, and personnel to be able to thrive
as the SEO environment continues to
evolve.
Previsible.io
Linkedin.com/in/tysonstockton/
Twitter.com/tyson_stockton
tyson@previsible.io
Utilize in-depth SEO
expertise to help develop
and execute eïŹ€ective SEO
solutions, strategies, and
roadmaps.
Strategic Consulting
Education services and
materials designed by SEO
experts aimed at enabling
individuals, teams, and
organizations to eïŹƒciently
execute SEO initiatives.
Enablement
Providing the support
necessary to expand internal
SEO resources required to
scale organic search traïŹƒc.
Resourcing
Understanding Semantic Search
and AI Content
Impact of AI systems
SEO Landscape
Next Generation Information Retrieval
(Generative) AI systems like ChatGPT are
transforming the way we interact with
resources and retrieve information.
SEO Tactics
Integration in SEO & Content workïŹ‚ows
ChatGPT and other AI tools have potential
to be integrated into SEO workïŹ‚ows.
SEO & Content Industry
Anyone
AI
Integrating AI in SEO processes requires
Understanding how modern search
engines function today
01
The current possibilities and
limitations of AI systems
02
Understanding how modern search
engines function today
01
The current possibilities and
limitations of AI systems
02
Integrating AI in SEO processes requires
What is Semantic Search?
AI
Natural Language
Processing
Machine Learning
Entity Recognition
Latent semantic
indexing (LSI)
Sentiment
Analysis
Extraction of names,
dates, organizations and
other from text.
Extraction of human
emotions from text.
Understanding the
relationship of words
and phrases to identify
underlying concepts.

 

Interaction between
computers and human
language
Training computer
systems from data on a
speciïŹc task.
Google’s Evolution of Semantic Search
2009
Rich
Snippets
2012
Knowledge Graph
2013
Hummingbird
First algorithm
update shifting the
focus from the
keyword to
understanding the
intent behind a
query.
2015
RankBrain
Machine learning
based algorithm
update to improve
the understanding of
queries and web
pages.
2018
Featured
Snippets
2019
BERT
NLP algorithm update
that allows Google to
understand the nuances
of language and provide
more accurate search
results.
2021
MUM
New language model
designed to better
understand complex
search queries.
2023
Bard
AI-powered tool that can
generate poetry based on
user inputs and selected
themes (not fully
launched).
Semantic Search
=
Knowing that best
in this context has
the same intent as
essential or highest
rated
Google
Knowledge
Graph
Google's Knowledge Graph is
a database of information
about entities and their
relationships to one
another. Google uses this
information to provide more
detailed and relevant search
results.
Breaking down the difference
Keyword
Search
Semantic
Search
Relevancy is created by
addressing the known
entities around a topic
vs Relevancy is created by topics
with highest frequency of
terms found in document
● iPhone 14, 14 Pro, 13 SE
● Prices starting at $429
● Screen resolution
● iOS
● iPhone found 16 times
Check out
seobythesea.com
Integrating AI in SEO processes requires
Understanding how modern search
engines function today
01
The current possibilities and
limitations of AI systems
02
AI Today
● Gaining popularity as focus shifts from classiïŹcation tasks to
generative AI (e.g. ChatGPT)
● AI constantly improves on performing speciïŹc tasks but can rarely
replace entire processes
● Systems like ChatGPT can process very speciïŹc inputs and prompts to
improve the usability of the output
● Low code AI development speeds up the introduction of new point
solutions
1. Keyword Research Tools: Identify the right keywords to target for SEO campaigns by
analyzing search patterns, user intent, and competition.
2. Content Optimization Tools: These tools use natural language processing and
machine learning algorithms to identify areas for improvement, such as keyword
usage, content structure, and readability.
3. Link Building Tools: These tools use machine learning algorithms to analyze website
authority, relevance, and trafïŹc to identify potential link building opportunities.
4. Rank Tracking Tools: These tools use machine learning algorithms to provide
insights into search engine ranking ïŹ‚uctuations and suggest optimization strategies.
5. Content Creation Tools: Create high-quality, SEO-friendly content at scale. These
tools use natural language processing and machine learning algorithms to generate
unique, engaging content that is optimized for search engines.
6. Analytics Tools: These tools use machine learning algorithms to analyze data and
provide recommendations for optimizing website trafïŹc, engagement, and
conversions.
AI Applications in SEO
Tactics
1. Keyword Research Tools: Identify the right keywords to target for SEO campaigns by
analyzing search patterns, user intent, and competition.
2. Content Optimization Tools: These tools use natural language processing and
machine learning algorithms to identify areas for improvement, such as keyword
usage, content structure, and readability.
3. Link Building Tools: These tools use machine learning algorithms to analyze website
authority, relevance, and trafïŹc to identify potential link building opportunities.
4. Rank Tracking Tools: These tools use machine learning algorithms to provide
insights into search engine ranking ïŹ‚uctuations and suggest optimization strategies.
5. Content Creation Tools: Create high-quality, SEO-friendly content at scale. These
tools use natural language processing and machine learning algorithms to generate
unique, engaging content that is optimized for search engines.
6. Analytics Tools: These tools use machine learning algorithms to analyze data and
provide recommendations for optimizing website trafïŹc, engagement, and
conversions.
AI Applications in SEO
AI & Content Creation
ChatGPT sparks a debate
Pros
● Accessibility
● SigniïŹcant improvements to quality of
content with GPT architecture
Cons
● Some limits exists with inputs and
context direction of input
● Outputs have a limits to the datasets
the models are trained on
● The output needs to be validated in
frequency it was found
Voices of Search Podcast
https://voicesofsearch.com/episode/ai-content-in-seo-today-bernard-huang-clearscope/
Potential Challenges to Search
AI reduces cost of
content production
Leaving aside the quality
aspect, AI has the
possibility to create a new
volume of pages.
AI content is limited
to information that
has already been
published
AI systems are trained on
pre existing datasets.
Risk of drastic increase and
assimilation of content.
This can also cause the spread of
misinformation.
How would Google treat this?
1 Multiple Ranking Factors
Even if the content is
comparatively the same there are
thousands of factors to
determine rankings
2 Google rewards originality
Google values original content
and devalues duplicate content
3
If all top ranking content is
essentially that does not mean it
results in a positive user
experience
User Experience affected
5 Tips for
AI & Content
Beyond AI Content Creation
The content creation process involves many related tasks, such as research
or planning content calendars.
You can use AI to, identify target keywords, keyword clustering, keyword
intent, development of content roadmaps, optimize metadata, etc.
Being open minded and look for ways to utilize your time even more
eïŹ€ectively.
Tip
1
Human + AI
Tip
2 Content creation can be both, systematic and partially repetitive or
original and creative. ReïŹ‚ect on where AI can make your work easier
so you can spend extra time creating content that adds value or new
information.
Use AI content for speciïŹc elements on a page like product
descriptions then add additional original thought and content to set
yourself apart. Or use AI content to create content and use human
editors to expand and add original concepts.
Key is to focus human time to improve quality and introduce new
entities.
Tip
3 Use speciïŹc prompts
Make sure to give context to your requests to improve output
quality.
For example if you are writing meta descriptions include something
like “write an enticing meta description for XX in less than 150
characters” or “as an SEO expert
” or “write an SEO optimized
”
Test various versions to ïŹnd the best outputs.
Tip
4 Google Sheets
Most AI systems, like ChatGPT can be integrated into your work
environment to avoid additional steps and unlock opportunities to
scale. For example, you can use a ChatGPT Google Sheets integration
to automate the bulk creation of meta descriptions based.
Tharindu Gunawardana:
https://searchministry.co/how-to-add-chatgpt-in-google-sheets-and-rewrite-your-meta-data-in-bulk/
Utilize Existing Scripts
Tip
5 There is a strong SEO community and even if you do not write code
many have oïŹ€ered free scripts to help further lower the barrier to
leveraging this technology at scale.
Kristin Tynski - linkedin.com/in/kristintynski/
Thank You.
Contact us:
contact@previsible.io
Appendix
SEO Consulting Solutions:
SEO is beyond just identifying areas improve with SEO audits. Real business value is only achieved with the
implementation of SEO initiatives. SEO is a process that requires coordination between diïŹ€erent teams and a
clear strategy to achieve success.
Our SEO consulting focuses on implementation and coordination across an organization with a strategy ïŹrst
approach.
SEO Strategy: We work with our client to understand their business and develop
customized SEO strategies that can unlock growth
Quality Content: Previsible provides content strategy, content management, topic
selection, brief creation and content production.
Technical SEO: Ensure there are no limitations holding back your content and identifying
opportunities to scale eïŹ€orts.
Project Management: Coordination between teams to ensure SEO initiatives are
implemented and business value is achieved.
SEO Recruiting:
the perfect hire starts here
Previsible helps organizations ïŹnd, evaluate, and hire quality SEO professionals to join their internal
teams. There is a wide range of SEOs in the industry with diïŹ€erent skill sets, experience, and
specializations. We work with clients to ensure they are looking for the right candidates to fulïŹll their
organization’s unique needs. We are able to leverage our extensive network of experienced SEOs, and
conduct custom skills assessments to ensure the candidates are qualiïŹed and meet the needs of your
organization.
What is included:
Planning, sourcing, selection, and placement
Input on job descriptions and required skills
Initial candidate screenings
Skill assessments
Panel interviews
SEO Enablement Solutions:
SEO is a complex topic. That’s why Previsible created education programs to help your organization embrace
SEO at all levels. Our services ïŹll the gaps between your existing resources, empower your internal teams,
and provide the support you need to grow your organic search.
We oïŹ€er education services for enterprise businesses that are crafted by SEO experts in the ïŹeld and
include the most cutting-edge tactics and techniques needed to succeed in the industry.
Custom Training and Workshops: Interactive longer-form workshops created to address
a speciïŹc area of focus relevant to your team or organization
Integrated SEO Tutorials: Topic-speciïŹc SEO resources to teach relevant SEO stakeholders
and partners speciïŹc SEO skills that are relevant to their job functions
OïŹƒce Hours: Dedicated time with an SEO expert who can answer questions and give
further SEO guidance

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Understanding Semantic Search and AI Content to Drive Growth in 2023 March 2023

  • 1. Understanding Semantic Search and AI Content to Drive Growth in 2023 March 2023
  • 2. Previsible.io draws from a collective 40+ years of SEO and Digital Marketing experience to unlock organic search growth opportunities. We enable businesses to build a culture and ecosystem that embraces SEO knowledge, understanding, and implementation. Our goal is to equip organizations with the tools, systems, and personnel to be able to thrive as the SEO environment continues to evolve. Previsible.io Linkedin.com/in/tysonstockton/ Twitter.com/tyson_stockton tyson@previsible.io
  • 3. Utilize in-depth SEO expertise to help develop and execute eïŹ€ective SEO solutions, strategies, and roadmaps. Strategic Consulting Education services and materials designed by SEO experts aimed at enabling individuals, teams, and organizations to eïŹƒciently execute SEO initiatives. Enablement Providing the support necessary to expand internal SEO resources required to scale organic search traïŹƒc. Resourcing
  • 5.
  • 6. Impact of AI systems SEO Landscape Next Generation Information Retrieval (Generative) AI systems like ChatGPT are transforming the way we interact with resources and retrieve information. SEO Tactics Integration in SEO & Content workïŹ‚ows ChatGPT and other AI tools have potential to be integrated into SEO workïŹ‚ows. SEO & Content Industry Anyone AI
  • 7. Integrating AI in SEO processes requires Understanding how modern search engines function today 01 The current possibilities and limitations of AI systems 02
  • 8. Understanding how modern search engines function today 01 The current possibilities and limitations of AI systems 02 Integrating AI in SEO processes requires
  • 9. What is Semantic Search? AI Natural Language Processing Machine Learning Entity Recognition Latent semantic indexing (LSI) Sentiment Analysis Extraction of names, dates, organizations and other from text. Extraction of human emotions from text. Understanding the relationship of words and phrases to identify underlying concepts. 
 
 Interaction between computers and human language Training computer systems from data on a speciïŹc task.
  • 10. Google’s Evolution of Semantic Search 2009 Rich Snippets 2012 Knowledge Graph 2013 Hummingbird First algorithm update shifting the focus from the keyword to understanding the intent behind a query. 2015 RankBrain Machine learning based algorithm update to improve the understanding of queries and web pages. 2018 Featured Snippets 2019 BERT NLP algorithm update that allows Google to understand the nuances of language and provide more accurate search results. 2021 MUM New language model designed to better understand complex search queries. 2023 Bard AI-powered tool that can generate poetry based on user inputs and selected themes (not fully launched).
  • 11. Semantic Search = Knowing that best in this context has the same intent as essential or highest rated
  • 12.
  • 13. Google Knowledge Graph Google's Knowledge Graph is a database of information about entities and their relationships to one another. Google uses this information to provide more detailed and relevant search results.
  • 14. Breaking down the difference Keyword Search Semantic Search Relevancy is created by addressing the known entities around a topic vs Relevancy is created by topics with highest frequency of terms found in document ● iPhone 14, 14 Pro, 13 SE ● Prices starting at $429 ● Screen resolution ● iOS ● iPhone found 16 times
  • 16. Integrating AI in SEO processes requires Understanding how modern search engines function today 01 The current possibilities and limitations of AI systems 02
  • 17. AI Today ● Gaining popularity as focus shifts from classiïŹcation tasks to generative AI (e.g. ChatGPT) ● AI constantly improves on performing speciïŹc tasks but can rarely replace entire processes ● Systems like ChatGPT can process very speciïŹc inputs and prompts to improve the usability of the output ● Low code AI development speeds up the introduction of new point solutions
  • 18. 1. Keyword Research Tools: Identify the right keywords to target for SEO campaigns by analyzing search patterns, user intent, and competition. 2. Content Optimization Tools: These tools use natural language processing and machine learning algorithms to identify areas for improvement, such as keyword usage, content structure, and readability. 3. Link Building Tools: These tools use machine learning algorithms to analyze website authority, relevance, and trafïŹc to identify potential link building opportunities. 4. Rank Tracking Tools: These tools use machine learning algorithms to provide insights into search engine ranking ïŹ‚uctuations and suggest optimization strategies. 5. Content Creation Tools: Create high-quality, SEO-friendly content at scale. These tools use natural language processing and machine learning algorithms to generate unique, engaging content that is optimized for search engines. 6. Analytics Tools: These tools use machine learning algorithms to analyze data and provide recommendations for optimizing website trafïŹc, engagement, and conversions. AI Applications in SEO
  • 20.
  • 21. 1. Keyword Research Tools: Identify the right keywords to target for SEO campaigns by analyzing search patterns, user intent, and competition. 2. Content Optimization Tools: These tools use natural language processing and machine learning algorithms to identify areas for improvement, such as keyword usage, content structure, and readability. 3. Link Building Tools: These tools use machine learning algorithms to analyze website authority, relevance, and trafïŹc to identify potential link building opportunities. 4. Rank Tracking Tools: These tools use machine learning algorithms to provide insights into search engine ranking ïŹ‚uctuations and suggest optimization strategies. 5. Content Creation Tools: Create high-quality, SEO-friendly content at scale. These tools use natural language processing and machine learning algorithms to generate unique, engaging content that is optimized for search engines. 6. Analytics Tools: These tools use machine learning algorithms to analyze data and provide recommendations for optimizing website trafïŹc, engagement, and conversions. AI Applications in SEO
  • 22. AI & Content Creation
  • 23. ChatGPT sparks a debate Pros ● Accessibility ● SigniïŹcant improvements to quality of content with GPT architecture Cons ● Some limits exists with inputs and context direction of input ● Outputs have a limits to the datasets the models are trained on ● The output needs to be validated in frequency it was found
  • 24. Voices of Search Podcast https://voicesofsearch.com/episode/ai-content-in-seo-today-bernard-huang-clearscope/
  • 25. Potential Challenges to Search AI reduces cost of content production Leaving aside the quality aspect, AI has the possibility to create a new volume of pages. AI content is limited to information that has already been published AI systems are trained on pre existing datasets. Risk of drastic increase and assimilation of content. This can also cause the spread of misinformation.
  • 26. How would Google treat this? 1 Multiple Ranking Factors Even if the content is comparatively the same there are thousands of factors to determine rankings 2 Google rewards originality Google values original content and devalues duplicate content 3 If all top ranking content is essentially that does not mean it results in a positive user experience User Experience affected
  • 27. 5 Tips for AI & Content
  • 28. Beyond AI Content Creation The content creation process involves many related tasks, such as research or planning content calendars. You can use AI to, identify target keywords, keyword clustering, keyword intent, development of content roadmaps, optimize metadata, etc. Being open minded and look for ways to utilize your time even more eïŹ€ectively. Tip 1
  • 29. Human + AI Tip 2 Content creation can be both, systematic and partially repetitive or original and creative. ReïŹ‚ect on where AI can make your work easier so you can spend extra time creating content that adds value or new information. Use AI content for speciïŹc elements on a page like product descriptions then add additional original thought and content to set yourself apart. Or use AI content to create content and use human editors to expand and add original concepts. Key is to focus human time to improve quality and introduce new entities.
  • 30. Tip 3 Use speciïŹc prompts Make sure to give context to your requests to improve output quality. For example if you are writing meta descriptions include something like “write an enticing meta description for XX in less than 150 characters” or “as an SEO expert
” or “write an SEO optimized
” Test various versions to ïŹnd the best outputs.
  • 31. Tip 4 Google Sheets Most AI systems, like ChatGPT can be integrated into your work environment to avoid additional steps and unlock opportunities to scale. For example, you can use a ChatGPT Google Sheets integration to automate the bulk creation of meta descriptions based. Tharindu Gunawardana: https://searchministry.co/how-to-add-chatgpt-in-google-sheets-and-rewrite-your-meta-data-in-bulk/
  • 32. Utilize Existing Scripts Tip 5 There is a strong SEO community and even if you do not write code many have oïŹ€ered free scripts to help further lower the barrier to leveraging this technology at scale. Kristin Tynski - linkedin.com/in/kristintynski/
  • 36. SEO Consulting Solutions: SEO is beyond just identifying areas improve with SEO audits. Real business value is only achieved with the implementation of SEO initiatives. SEO is a process that requires coordination between diïŹ€erent teams and a clear strategy to achieve success. Our SEO consulting focuses on implementation and coordination across an organization with a strategy ïŹrst approach. SEO Strategy: We work with our client to understand their business and develop customized SEO strategies that can unlock growth Quality Content: Previsible provides content strategy, content management, topic selection, brief creation and content production. Technical SEO: Ensure there are no limitations holding back your content and identifying opportunities to scale eïŹ€orts. Project Management: Coordination between teams to ensure SEO initiatives are implemented and business value is achieved.
  • 37. SEO Recruiting: the perfect hire starts here Previsible helps organizations ïŹnd, evaluate, and hire quality SEO professionals to join their internal teams. There is a wide range of SEOs in the industry with diïŹ€erent skill sets, experience, and specializations. We work with clients to ensure they are looking for the right candidates to fulïŹll their organization’s unique needs. We are able to leverage our extensive network of experienced SEOs, and conduct custom skills assessments to ensure the candidates are qualiïŹed and meet the needs of your organization. What is included: Planning, sourcing, selection, and placement Input on job descriptions and required skills Initial candidate screenings Skill assessments Panel interviews
  • 38. SEO Enablement Solutions: SEO is a complex topic. That’s why Previsible created education programs to help your organization embrace SEO at all levels. Our services ïŹll the gaps between your existing resources, empower your internal teams, and provide the support you need to grow your organic search. We oïŹ€er education services for enterprise businesses that are crafted by SEO experts in the ïŹeld and include the most cutting-edge tactics and techniques needed to succeed in the industry. Custom Training and Workshops: Interactive longer-form workshops created to address a speciïŹc area of focus relevant to your team or organization Integrated SEO Tutorials: Topic-speciïŹc SEO resources to teach relevant SEO stakeholders and partners speciïŹc SEO skills that are relevant to their job functions OïŹƒce Hours: Dedicated time with an SEO expert who can answer questions and give further SEO guidance