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The redemption of
content automation:
how to scale unique
content to 4M+ pages
Greta Munari
SEO Manager
Greta Munari
SEO Manager @ Trainline
4 years at Trainline, 5+ years in SEO
Avid Reader
Boulderer
Cat Lover
Advocate against pineapple pizza
https://www.linkedin.com/in/greta-munari
About Trainline
Trainline is the leading
independent rail and coach travel
platform selling rail and coach
tickets to millions of travellers
worldwide. Via our highly rated
website and mobile app, people
can seamlessly search, book
and manage their journeys all in
one place. We bring together
millions of routes, fares and
journey times from more than
270 rail and coach carriers
across 45 countries. We help our
customers find the best value
fares for their journey and smart,
real time travel information on
the go. Our aim is to make rail
and coach travel easier and
more accessible, encouraging
people to make more
environmentally sustainable
travel choices.
i. Based on transactions from
weeks commencing 06/10/2019
to 23/11/2019
ii. iOS rating from UK AppStore as
of 29 November 2019
iii. Trainline data for November
2019 (incl. UK consumer
number Web/App and EU
Web/App)
iv. Average monthly visits for year
ended 29 February 2020
v. UK consumer mobile app
transactions for the year ended
29 February 2020
Trainline is the world’s leading
independent rail and coach travel
platform
We sell tickets on behalf of
more than 270 rail and coach
companies and are adding
more all the time
We sell train and coach tickets
worldwide, helping our
customers travel in and across
45 countries in Europe and the
rest of the world
We sell tickets to people
living in more than 175
countriesi in 14 languages
Our customers can book in
10 currencies and payment
methods include
Apple Pay, PayPal, Google Pay,
SOFORT & iDEAL
We have built Europe’s
leading train and coach
app – with a 4.9/5* ratingii
There are more than
39.4m cumulative
downloads of our appiii
Our platforms host more
than 78m visits per monthiv
88% of our transactions
are mobilev
Our team numbers
more than 700 people and
more than 50 nationalities,
including 400+ travel tech
specialists and engineers
>160
Train
companies
>110
Coach
companies
Did you just say
content
automation?
24 October 2022
Private | Confidential 4
24 October 2022
Private | Confidential 5
Actual footage of all
SEOs
What is content
automation?
24 October 2022
Private | Confidential 6
24 October 2022
Private | Confidential 7
Content automation
Content Automation relates to the process of content creation through AI algorithms that interpret human interactions,
search behavior, and other aspects. AI can also be a powerful tool for setting up an agile content review process that
is efficient and ensures high quality standards.
https://blog.scoop.it/2022/03/10/content-automation-how-is-it-changing-content-marketing/
Content automation is a digital marketing strategy that focuses on removing the need for human
intervention in the content lifecycle. The goal of content automation is to program, or automate, any
process involved with Content marketing that may be redundant, time-consuming or costly.
https://www.techtarget.com/searchcontentmanagement/definition/content-automation
Content marketing automation is the approach of identifying repetitive content marketing tasks and then out-sourcing
or automating those tasks through tools and applications.
https://marketinginsidergroup.com/content-marketing/automate-content-marketing/
24 October 2022
Private | Confidential 8
Spun Version N.1
Original article
Spun version N.2
Spun version N.3
Spun version N.4
Spun version N.5
Why does content
automation have such
a bad reputation?
24 October 2022
Private | Confidential 9
24 October 2022
Private | Confidential 10
https://developers.google.com/search/docs/advanced/guidelines/auto-gen-content
Why do we still need it?
24 October 2022
Private | Confidential 11
1.
Add valuable
information that
helps our
customers find
the best
solution for
their needs at
scale.
24 October 2022
Private | Confidential 12
2.
Ensure Google
finds high
quality content
on pages even
when scaled
24 October 2022
Private | Confidential 13
3.
Scale content
creation to
millions of
pages without
spending
millions of ££.
24 October 2022
Private | Confidential 14
How much it would cost to hire freelancers:
4.3 million pages
£60 per page
30 minutes per page
=
£258,000,000
2,150,000 hours = 89,584 days
24 October 2022
Private | Confidential 15
Another actual footage of all SEOs
What is content
automation for us?
24 October 2022
Private | Confidential 16
24 October 2022
Private | Confidential 17
Content automation = scaling content
(written by humans!)
1.
Gather the
keyword
clusters
that you want to
improve
rankings for
24 October 2022
Private | Confidential 18
2.
Create the
“perfect piece
of content”
using one
keyword cluster
per paragraph
24 October 2022
Private | Confidential 19
24 October 2022
Private | Confidential 20
Now this is when it gets interesting…
3.
For each cluster
paragraph create
a list of 7
completely
different ways of
writing it.
We don't use AI: it's all
high-quality human
written content!
24 October 2022
Private | Confidential 21
We used Data Science to
create conditions within
each paragraph. This
enabled us to dynamically in
tegrate valuable info making
the content more unique.
24 October 2022
Private | Confidential 22
24 October 2022
Private | Confidential 23
Aka “ask the devs to do their magic”
24 October 2022T
Private | Confidential 24
Paragraph 1, version 1
Paragraph 3, version 3
Paragraph 5, version 5
Paragraph 7, version 7
Paragraph 2, version 2
Paragraph 4, version 4
Paragraph 6, version 6
…then pick different ones!
24 October 2022
Private | Confidential 25
How many unique content
pieces did we generate?
823,000
in 15 languages
12,000,000
How did we
measure success?
24 October 2022
Private | Confidential 26
24 October 2022
Private | Confidential 27
Step 1.
Created a baseline view of rankings for all keyword buckets using
Botify.
Step 2.
Extended the baseline looking for untapped keywords at scale using
Google Ads API.
Step 3.
Per keyword bucket:
To understand impact on rankings per keyword type at scale at a more
granular level:
• Trend of average rank
• Trend of CTR
• Clicks
Per page level:
To understand impact rankings have on business metrics (£££):
• Average rank
• Number of keywords the page ranks for
• Trended GrSales
Note:
Launch > Page change picked up and indexed (6-8 weeks) > Minimum 4 weeks to measure to
get a clear view and stabilization = 12 weeks total until we get a clearer read
Page
Cluster 1
Cluster 3
Cluster 2
Cluster 4 Cluster 5
Cluster 6
The results
24 October 2022
Private | Confidential 28
24 October 2022
Private | Confidential 29
Market Starting
position
Dec '22 Jan '22 Feb '22 Mar '22 Apr '22 May '22 Jun '22 Jul '22 AVG position Δ
IT 6 -1 No change +0.5 -1 -0.5 No change -0.5 3.5 -2.5
FR 6 -0.5 No change -0.5 -1 No change -0.5 +0.5 4 -2
ES 6 +1 -0.5 -1 -0.5 -0.5 No change -0.5 4 -2
DE 9 +1 -2 -1 -1 No change -0.5 -0.5 5 -4
EN 6 +1 -0.5 -2 -0.5 -0.5 No change No change 3.5 -2.5
We launched content automation in November '21, and this is what happen to
rankings...
Market Increased no. of keywords
IT +20%
FR +25%
ES +16%
DE +16%
EN +17%
And this is what scaling content looks like!
24 October 2022
Private | Confidential 30
Learnings
24 October 2022
Private | Confidential 31
It's a marathon,
not a sprint
Rankings were
impacted over
time, and we are
still seeing
improvements
month-after-
month
24 October 2022
Private | Confidential 32
24 October 2022
Private | Confidential 33
It starts with
research
Putting time aside to
do some in-depth
research is never
wasted time. A solid
keyword research,
clustering, and on-
going analysis from
the early stages is
the key to a
successful result!
Collaboration is
key
Involving the right
experts from different
departments was a
crucial point to succeed:
make sure you talk to
data science,
developers, designers
and put together a
common objective to
commit to together.
24 October 2022
Private | Confidential 34
24 October 2022
Private | Confidential 35
Don't think small
Research, collaboration
and analysis can help
you take calculated
risks that end up paying
off and leading to great
results!
One of our company
values is "Think
Big" and it inspired us
go the extra mile for this
project!
Thank you
Greta Munari

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How to Scale Unique Content to 4M+ Pages Using Automation

  • 1. The redemption of content automation: how to scale unique content to 4M+ pages Greta Munari SEO Manager
  • 2. Greta Munari SEO Manager @ Trainline 4 years at Trainline, 5+ years in SEO Avid Reader Boulderer Cat Lover Advocate against pineapple pizza https://www.linkedin.com/in/greta-munari
  • 3. About Trainline Trainline is the leading independent rail and coach travel platform selling rail and coach tickets to millions of travellers worldwide. Via our highly rated website and mobile app, people can seamlessly search, book and manage their journeys all in one place. We bring together millions of routes, fares and journey times from more than 270 rail and coach carriers across 45 countries. We help our customers find the best value fares for their journey and smart, real time travel information on the go. Our aim is to make rail and coach travel easier and more accessible, encouraging people to make more environmentally sustainable travel choices. i. Based on transactions from weeks commencing 06/10/2019 to 23/11/2019 ii. iOS rating from UK AppStore as of 29 November 2019 iii. Trainline data for November 2019 (incl. UK consumer number Web/App and EU Web/App) iv. Average monthly visits for year ended 29 February 2020 v. UK consumer mobile app transactions for the year ended 29 February 2020 Trainline is the world’s leading independent rail and coach travel platform We sell tickets on behalf of more than 270 rail and coach companies and are adding more all the time We sell train and coach tickets worldwide, helping our customers travel in and across 45 countries in Europe and the rest of the world We sell tickets to people living in more than 175 countriesi in 14 languages Our customers can book in 10 currencies and payment methods include Apple Pay, PayPal, Google Pay, SOFORT & iDEAL We have built Europe’s leading train and coach app – with a 4.9/5* ratingii There are more than 39.4m cumulative downloads of our appiii Our platforms host more than 78m visits per monthiv 88% of our transactions are mobilev Our team numbers more than 700 people and more than 50 nationalities, including 400+ travel tech specialists and engineers >160 Train companies >110 Coach companies
  • 4. Did you just say content automation? 24 October 2022 Private | Confidential 4
  • 5. 24 October 2022 Private | Confidential 5 Actual footage of all SEOs
  • 6. What is content automation? 24 October 2022 Private | Confidential 6
  • 7. 24 October 2022 Private | Confidential 7 Content automation Content Automation relates to the process of content creation through AI algorithms that interpret human interactions, search behavior, and other aspects. AI can also be a powerful tool for setting up an agile content review process that is efficient and ensures high quality standards. https://blog.scoop.it/2022/03/10/content-automation-how-is-it-changing-content-marketing/ Content automation is a digital marketing strategy that focuses on removing the need for human intervention in the content lifecycle. The goal of content automation is to program, or automate, any process involved with Content marketing that may be redundant, time-consuming or costly. https://www.techtarget.com/searchcontentmanagement/definition/content-automation Content marketing automation is the approach of identifying repetitive content marketing tasks and then out-sourcing or automating those tasks through tools and applications. https://marketinginsidergroup.com/content-marketing/automate-content-marketing/
  • 8. 24 October 2022 Private | Confidential 8 Spun Version N.1 Original article Spun version N.2 Spun version N.3 Spun version N.4 Spun version N.5
  • 9. Why does content automation have such a bad reputation? 24 October 2022 Private | Confidential 9
  • 10. 24 October 2022 Private | Confidential 10 https://developers.google.com/search/docs/advanced/guidelines/auto-gen-content
  • 11. Why do we still need it? 24 October 2022 Private | Confidential 11
  • 12. 1. Add valuable information that helps our customers find the best solution for their needs at scale. 24 October 2022 Private | Confidential 12
  • 13. 2. Ensure Google finds high quality content on pages even when scaled 24 October 2022 Private | Confidential 13
  • 14. 3. Scale content creation to millions of pages without spending millions of ££. 24 October 2022 Private | Confidential 14 How much it would cost to hire freelancers: 4.3 million pages £60 per page 30 minutes per page = £258,000,000 2,150,000 hours = 89,584 days
  • 15. 24 October 2022 Private | Confidential 15 Another actual footage of all SEOs
  • 16. What is content automation for us? 24 October 2022 Private | Confidential 16
  • 17. 24 October 2022 Private | Confidential 17 Content automation = scaling content (written by humans!)
  • 18. 1. Gather the keyword clusters that you want to improve rankings for 24 October 2022 Private | Confidential 18
  • 19. 2. Create the “perfect piece of content” using one keyword cluster per paragraph 24 October 2022 Private | Confidential 19
  • 20. 24 October 2022 Private | Confidential 20 Now this is when it gets interesting…
  • 21. 3. For each cluster paragraph create a list of 7 completely different ways of writing it. We don't use AI: it's all high-quality human written content! 24 October 2022 Private | Confidential 21 We used Data Science to create conditions within each paragraph. This enabled us to dynamically in tegrate valuable info making the content more unique.
  • 22. 24 October 2022 Private | Confidential 22
  • 23. 24 October 2022 Private | Confidential 23 Aka “ask the devs to do their magic”
  • 24. 24 October 2022T Private | Confidential 24 Paragraph 1, version 1 Paragraph 3, version 3 Paragraph 5, version 5 Paragraph 7, version 7 Paragraph 2, version 2 Paragraph 4, version 4 Paragraph 6, version 6 …then pick different ones!
  • 25. 24 October 2022 Private | Confidential 25 How many unique content pieces did we generate? 823,000 in 15 languages 12,000,000
  • 26. How did we measure success? 24 October 2022 Private | Confidential 26
  • 27. 24 October 2022 Private | Confidential 27 Step 1. Created a baseline view of rankings for all keyword buckets using Botify. Step 2. Extended the baseline looking for untapped keywords at scale using Google Ads API. Step 3. Per keyword bucket: To understand impact on rankings per keyword type at scale at a more granular level: • Trend of average rank • Trend of CTR • Clicks Per page level: To understand impact rankings have on business metrics (£££): • Average rank • Number of keywords the page ranks for • Trended GrSales Note: Launch > Page change picked up and indexed (6-8 weeks) > Minimum 4 weeks to measure to get a clear view and stabilization = 12 weeks total until we get a clearer read Page Cluster 1 Cluster 3 Cluster 2 Cluster 4 Cluster 5 Cluster 6
  • 28. The results 24 October 2022 Private | Confidential 28
  • 29. 24 October 2022 Private | Confidential 29 Market Starting position Dec '22 Jan '22 Feb '22 Mar '22 Apr '22 May '22 Jun '22 Jul '22 AVG position Δ IT 6 -1 No change +0.5 -1 -0.5 No change -0.5 3.5 -2.5 FR 6 -0.5 No change -0.5 -1 No change -0.5 +0.5 4 -2 ES 6 +1 -0.5 -1 -0.5 -0.5 No change -0.5 4 -2 DE 9 +1 -2 -1 -1 No change -0.5 -0.5 5 -4 EN 6 +1 -0.5 -2 -0.5 -0.5 No change No change 3.5 -2.5 We launched content automation in November '21, and this is what happen to rankings... Market Increased no. of keywords IT +20% FR +25% ES +16% DE +16% EN +17%
  • 30. And this is what scaling content looks like! 24 October 2022 Private | Confidential 30
  • 32. It's a marathon, not a sprint Rankings were impacted over time, and we are still seeing improvements month-after- month 24 October 2022 Private | Confidential 32
  • 33. 24 October 2022 Private | Confidential 33 It starts with research Putting time aside to do some in-depth research is never wasted time. A solid keyword research, clustering, and on- going analysis from the early stages is the key to a successful result!
  • 34. Collaboration is key Involving the right experts from different departments was a crucial point to succeed: make sure you talk to data science, developers, designers and put together a common objective to commit to together. 24 October 2022 Private | Confidential 34
  • 35. 24 October 2022 Private | Confidential 35 Don't think small Research, collaboration and analysis can help you take calculated risks that end up paying off and leading to great results! One of our company values is "Think Big" and it inspired us go the extra mile for this project!