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@roxanastingu | March 2024 |
Vision forward
Tracing Image SEO from its roots
to AI-enhanced horizons
Roxana STINGU
Head of Search and SEO
@roxanastingu
Amsterdam 2024
@roxanastingu | March 2024 |
Tech SEO
Search fanatic AI enthusiast
Intro
@roxanastingu | March 2024 |
Image Search
02
01
Best practices
03 Generative AI
04 What the future holds
@roxanastingu | March 2024 |
Image
Search
01
@roxanastingu | March 2024 |
It all started with a green
dress…
@roxanastingu | March 2024 |
New search facet for
Images
@roxanastingu | March 2024 |
At first there were only
JPEGS
@roxanastingu | March 2024 |
Images are everywhere
@roxanastingu | March 2024 |
Images in Google Web Search
67%
64.5%
44%
43%
US
UK
US
UK
Data from SEMRush Sensor on March 10th, 2024
@roxanastingu | March 2024 |
53%
48%
45%
33%
US
UK
US
UK
Images in Google Web Search
Data from SEMRush Sensor on May 2023
@roxanastingu | March 2024 |
53%
48%
45%
33%
US
UK
US
UK
Images in Google Web Search
-2%
+30%
+26%
+34%
Change in 10 months
@roxanastingu | March 2024 |
% of results with Images in Web Search
SEMRush Sensor data, US Desktop, March 10th, 2024
@roxanastingu | March 2024 |
% growth by niche
SEMRush Sensor data, US Desktop, March 10th, 2024 Compared to May 2023
@roxanastingu | March 2024 |
Best
Practices
02
@roxanastingu | March 2024 |
INDEXING
DISCOVERY
CRAWLING RANKING
@roxanastingu | March 2024 |
DISCOVERY
@roxanastingu | March 2024 |
Image sitemaps
Required Deprecated
<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"
xmlns:image="http://www.google.com/schemas/sitemap-image/1.1">
<url>
<loc>https://www.example.com/sample1.html</loc>
<image:image>
<image:loc>https://www.example.com/image1.jpg</image:loc>
<image:caption>Succinct sentence to describe the image</image:caption>
<image:geo_location>Amsterdam, Netherlands</image:geo_location>
<image:title>Image title</image:title>
<image:license>Image Archive License, Standard Use</image:license>
</image:image>
</url>
</urlset>
DISCOVERY
@roxanastingu | March 2024 |
HTML
<img src="image1.jpg" alt="Succinct visual description of the image" />
<img>
<div style="background-image:url(image1.jpg)">Succinct visual
description of the image</div>
<div>
DISCOVERY
@roxanastingu | March 2024 |
<picture><source>
HTML: Responsive and image formats
<picture>
<source
srcset="image-small.png 320w, image-
medium.png 800w,
image-large.png 1200w"
sizes="(min-width: 60rem) 80vw,
(min-width: 40rem) 90vw, 100vw">
<img src="image-large.png" alt="Succinct
visual description of the image">
</picture>
DISCOVERY
@roxanastingu | March 2024 |
Intersection observer
Lazy loading
Browser level
<img
src="image.png"
loading="lazy"
alt=”Succinct visual
description of the
image">
<img
class="lazy"
src="image.png"
data-src="image.png"
alt="Succinct visual
description of the
image">
DISCOVERY
@roxanastingu | March 2024 |
DISCOVERY
CRAWLING
@roxanastingu | March 2024 |
The basics of crawling
CRAWLER PROCESSING INDEX
HTML RENDERING
CRAWLING
@roxanastingu | March 2024 |
In comes Googlebot-Image
CRAWLER PROCESSING INDEX
HTML RENDERING
CRAWLING
IMAGE
CRAWL
QUEUE
IMAGE
CRAWLER
IMAGES
Googlebot-Image/1.0
@roxanastingu | March 2024 |
CDNs
CRAWLING
@roxanastingu | March 2024 |
example.com
200
CDNs + Redirects
example.cdn1.com
INDEXED
CRAWLING
@roxanastingu | March 2024 |
301
example.com
200
CDNs + Redirects
example.cdn1.com example.cdn2.com
INDEXED
CRAWLING
BLOCKED
@roxanastingu | March 2024 |
example.com
301
301
CDNs + Redirects
example.cdn1.com
example.cdn2.com
INDEXED
CRAWLING
BLOCKED
200
images.example.com
INDEXED
@roxanastingu | March 2024 |
Crawls by Filetype
HTML
IMAGE
CRAWLING
@roxanastingu | March 2024 |
Expect delayed results in Image Search
WEB
SEARCH
IMAGE
SEARCH
CRAWLING
@roxanastingu | March 2024 |
Canonicalisation
CRAWLING
@roxanastingu | March 2024 |
No canonicalisation for images
CRAWLING
@roxanastingu | March 2024 |
Advice still stands*
CRAWLING
*Last checked on January 15th, 2024
@roxanastingu | March 2024 |
robots.txt
Blocking crawls to images
User-agent: Googlebot-Image
Disallow: /very-secret-images/
CRAWLING
@roxanastingu | March 2024 |
INDEXING
DISCOVERY
CRAWLING
@roxanastingu | March 2024 |
Indexable image formats
INDEXING
JPG PNG GIF BMP WEBP SVG
✓ ✓ ✓ ✓ ✓ ✓
<img
src="data:image/svg+xml;base64,[data]">
@roxanastingu | March 2024 |
Image retrieval patent
@roxanastingu | March 2024 |
Textual information
INDEXING
THE INDEX
WEB DOCUMENT
Text around images
Alt attribute values
Image captions
Anchor texts
Metadata
File name
@roxanastingu | March 2024 |
X-robots tag
Meta robots tag
header ("X-Robots-Tag:
noimageindex, nofollow", true);
Keeping images out of the index
INDEXING
<meta name="robots"
content="noimageindex,
nofollow">
@roxanastingu | March 2024 |
INDEXING
DISCOVERY
CRAWLING RANKING
@roxanastingu | March 2024 |
The basics of ranking for images
RANKING
IMAGE WITHOUT PAGE
PAGE WITHOUT IMAGE
✓
✗
@roxanastingu | March 2024 |
How images are ranked
Collection 1
Collection 2
THE INDEX
Collection 1
SEARCH TERM
RANKING
@roxanastingu | March 2024 |
What can influence the order of images in a
collection
Collection 1
Relevancy
Location
Probability to navigate to an image
Size & quality
RANKING
@roxanastingu | March 2024 |
File size
1200px wide
Image resolution
16x9, 4x3, and 1x1
Aspect ratio
123 kb
What is image size?
RANKING
@roxanastingu | March 2024 |
Meta robots tag
Control image previews
RANKING
<meta name="robots" content="max-
image-preview:large">
Meta robots tag
<meta name="robots" content="max-
image-preview:none">
@roxanastingu | March 2024 |
Does Google use EXIF?
RANKING
“The short answer is: [...] it is
something that Google is able to
parse out, and I think we do reserve
the right to use it in ranking.”
Matt Cutts
2014
@roxanastingu | March 2024 |
Does Google use EXIF?
RANKING
“The short answer is: [...] it is
something that Google is able to
parse out, and I think we do reserve
the right to use it in ranking.”
Matt Cutts
“This is still the same as
before.”
John Mueller
2014 2017
@roxanastingu | March 2024 |
Does Google use EXIF?
RANKING
“The short answer is: [...] it is
something that Google is able to
parse out, and I think we do reserve
the right to use it in ranking.”
Matt Cutts
“This is still the same as
before.”
John Mueller
“To tell Google about your image
metadata, add structured data or
IPTC photo metadata to each image
on your site.”
Google Search Central
Documentation - Image metadata
in Google Images
2014 2017 2024
IPTC - International Press Telecommunications Council
@roxanastingu | March 2024 |
Image Rights Metadata
Credit line
Creator
Copyright notice
RANKING
@roxanastingu | March 2024 |
license
acquireLicensePage
Licensable Badge
RANKING
@roxanastingu | March 2024 |
RANKING
Structured data v. IPTC
Structured data
Page specific
Creates rich snippets for
your pages that are
ranking for a specific
image
IPTC metadata
Image specific
Creates rich snippets
whenever the image
shows up, no matter
which page is ranking
@roxanastingu | March 2024 |
Web v. Image Search ranking
Web Search Image Search
RANKING
@roxanastingu | March 2024 |
Best position to rank for in Web Search
Web Search
RANKING
@roxanastingu | March 2024 |
Eye tracking study for Image Search
1 2 3 4 5
6 7 8 9 10
11 12 13 14 15
An Eye-Tracking Study of User Behavior in Web Image Search
Wanxuan Lu and Yunde Jia Beijing Laboratory of Intelligent Information Technology,
School of Computer Science, Beijing Institute of Technology, Beijing 100081, China
RANKING
@roxanastingu | March 2024 |
Spikes in impressions?
RANKING
@roxanastingu | March 2024 |
Search Console - Web Search data cheat sheet
Impressions Clicks Average Position
Same as Knowledge Panel
links, after blue links
Knowledge
Panel
Clicking takes you to Image
Search
Space it occupies
Image Pack
Clicking takes you to Image
Search
Space it occupies
Image
Carousel
Clicking opens the Image
Preview panel
Space it occupies
Image
Thumbnails
Clicking takes you to the
website
When Scrolled into view
Query Refinement
RANKING
@roxanastingu | March 2024 |
Search Console Search Appearance
RANKING
@roxanastingu | March 2024 |
Get creative
RANKING
@roxanastingu | March 2024 |
Estimate what queries appear in image packs or
knowledge graphs
CASE
WHEN Query (Image Search)=Query (Web Search)
AND Average Position (Web Search) =1
AND Web Impressions > 100
AND Web Clicks < (Web Impressions/100)
THEN "Image Pack or Image Carousel"
WHEN Query (Image Search)=Query (Web Search)
AND Average Position (Web Search) >5
AND Web Impressions > 100
AND Web Clicks < (Web Impressions/100)
THEN "Knowledge Panel"
ELSE "Other"
END
RANKING
@roxanastingu | March 2024 |
Are images worth the hassle?
Footlocker case-study on https://brodieclark.com/
Foot Locker Google image thumbnail organic traffic vs. competitors (Semrush index)
228% increase in
estimated organic visits
p/mo that now have
image thumbnails
The change?
Image dimensions
update from 67×67 to
200x200.
@roxanastingu | March 2024 |
Generative
AI
03
@roxanastingu | March 2024 |
Is AI used for ranking?
RankBrain Neural Matching BERT
MUM
@roxanastingu | March 2024 |
Is AI used for ranking in Image Search?
@roxanastingu | March 2024 |
Image features
Collection 1
Brightness
Colour
Edges
Intensity
Shape
Texture
Image Features
Similarity
Extracted using Wavelet based
techniques e.g. wavelet
transform
@roxanastingu | March 2024 |
Image patents made easy
seobythesea.com
Bill
Slawski
jcchouinard.com
JC
Chouinard
@roxanastingu | March 2024 |
Embeddings
Image embeddings are numerical representations of images that
capture their semantic meaning and visual features.
@roxanastingu | March 2024 |
Embeddings
@roxanastingu | March 2024 |
Embeddings
@roxanastingu | March 2024 |
Embeddings
@roxanastingu | March 2024 |
Embeddings
@roxanastingu | March 2024 |
It’s all about balance
Image features
extraction algorithms
Image features
embedding
LLMs
@roxanastingu | March 2024 |
Example from baume-referencement.com
Google can detect details in images
@roxanastingu | March 2024 |
Yet this woman is seen as pizza
Image Search results for “pizza aux anchois” on Google.fr
@roxanastingu | March 2024 |
Experiment from baume-referencement.com
The greatest experiment
@roxanastingu | March 2024 |
@roxanastingu | March 2024 |
@roxanastingu | March 2024 |
@roxanastingu | March 2024 |
@roxanastingu | March 2024 |
Getty Images sues AI art generator Stable Diffusion in
the US for copyright infringement
@roxanastingu | March 2024 |
Who owns the copyright?
@roxanastingu | March 2024 |
Ethical foundation models
@roxanastingu | March 2024 |
Will AI-generated images rank?
@roxanastingu | March 2024 |
What the
future
holds
04
@roxanastingu | March 2024 |
No one knows what the future holds
@roxanastingu | March 2024 |
No, I can’t guess the lottery numbers
@roxanastingu | March 2024 |
My ridiculous prediction
@roxanastingu | March 2024 |
@roxanastingu | March 2024 |
@roxanastingu | March 2024 |
https://thispersondoesnotexist.com/
@roxanastingu | March 2024 |
Provenance
SynthID
@roxanastingu | March 2024 |
Provenance
@roxanastingu | March 2024 |
One solution to rule them all?
@roxanastingu | March 2024 |
Thank you!

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Vision Forward: Tracing Image Search SEO From Its Roots To AI-Enhanced Horizons

  • 1. @roxanastingu | March 2024 | Vision forward Tracing Image SEO from its roots to AI-enhanced horizons Roxana STINGU Head of Search and SEO @roxanastingu Amsterdam 2024
  • 2. @roxanastingu | March 2024 | Tech SEO Search fanatic AI enthusiast Intro
  • 3. @roxanastingu | March 2024 | Image Search 02 01 Best practices 03 Generative AI 04 What the future holds
  • 4. @roxanastingu | March 2024 | Image Search 01
  • 5. @roxanastingu | March 2024 | It all started with a green dress…
  • 6. @roxanastingu | March 2024 | New search facet for Images
  • 7. @roxanastingu | March 2024 | At first there were only JPEGS
  • 8. @roxanastingu | March 2024 | Images are everywhere
  • 9. @roxanastingu | March 2024 | Images in Google Web Search 67% 64.5% 44% 43% US UK US UK Data from SEMRush Sensor on March 10th, 2024
  • 10. @roxanastingu | March 2024 | 53% 48% 45% 33% US UK US UK Images in Google Web Search Data from SEMRush Sensor on May 2023
  • 11. @roxanastingu | March 2024 | 53% 48% 45% 33% US UK US UK Images in Google Web Search -2% +30% +26% +34% Change in 10 months
  • 12. @roxanastingu | March 2024 | % of results with Images in Web Search SEMRush Sensor data, US Desktop, March 10th, 2024
  • 13. @roxanastingu | March 2024 | % growth by niche SEMRush Sensor data, US Desktop, March 10th, 2024 Compared to May 2023
  • 14. @roxanastingu | March 2024 | Best Practices 02
  • 15. @roxanastingu | March 2024 | INDEXING DISCOVERY CRAWLING RANKING
  • 16. @roxanastingu | March 2024 | DISCOVERY
  • 17. @roxanastingu | March 2024 | Image sitemaps Required Deprecated <?xml version="1.0" encoding="UTF-8"?> <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:image="http://www.google.com/schemas/sitemap-image/1.1"> <url> <loc>https://www.example.com/sample1.html</loc> <image:image> <image:loc>https://www.example.com/image1.jpg</image:loc> <image:caption>Succinct sentence to describe the image</image:caption> <image:geo_location>Amsterdam, Netherlands</image:geo_location> <image:title>Image title</image:title> <image:license>Image Archive License, Standard Use</image:license> </image:image> </url> </urlset> DISCOVERY
  • 18. @roxanastingu | March 2024 | HTML <img src="image1.jpg" alt="Succinct visual description of the image" /> <img> <div style="background-image:url(image1.jpg)">Succinct visual description of the image</div> <div> DISCOVERY
  • 19. @roxanastingu | March 2024 | <picture><source> HTML: Responsive and image formats <picture> <source srcset="image-small.png 320w, image- medium.png 800w, image-large.png 1200w" sizes="(min-width: 60rem) 80vw, (min-width: 40rem) 90vw, 100vw"> <img src="image-large.png" alt="Succinct visual description of the image"> </picture> DISCOVERY
  • 20. @roxanastingu | March 2024 | Intersection observer Lazy loading Browser level <img src="image.png" loading="lazy" alt=”Succinct visual description of the image"> <img class="lazy" src="image.png" data-src="image.png" alt="Succinct visual description of the image"> DISCOVERY
  • 21. @roxanastingu | March 2024 | DISCOVERY CRAWLING
  • 22. @roxanastingu | March 2024 | The basics of crawling CRAWLER PROCESSING INDEX HTML RENDERING CRAWLING
  • 23. @roxanastingu | March 2024 | In comes Googlebot-Image CRAWLER PROCESSING INDEX HTML RENDERING CRAWLING IMAGE CRAWL QUEUE IMAGE CRAWLER IMAGES Googlebot-Image/1.0
  • 24. @roxanastingu | March 2024 | CDNs CRAWLING
  • 25. @roxanastingu | March 2024 | example.com 200 CDNs + Redirects example.cdn1.com INDEXED CRAWLING
  • 26. @roxanastingu | March 2024 | 301 example.com 200 CDNs + Redirects example.cdn1.com example.cdn2.com INDEXED CRAWLING BLOCKED
  • 27. @roxanastingu | March 2024 | example.com 301 301 CDNs + Redirects example.cdn1.com example.cdn2.com INDEXED CRAWLING BLOCKED 200 images.example.com INDEXED
  • 28. @roxanastingu | March 2024 | Crawls by Filetype HTML IMAGE CRAWLING
  • 29. @roxanastingu | March 2024 | Expect delayed results in Image Search WEB SEARCH IMAGE SEARCH CRAWLING
  • 30. @roxanastingu | March 2024 | Canonicalisation CRAWLING
  • 31. @roxanastingu | March 2024 | No canonicalisation for images CRAWLING
  • 32. @roxanastingu | March 2024 | Advice still stands* CRAWLING *Last checked on January 15th, 2024
  • 33. @roxanastingu | March 2024 | robots.txt Blocking crawls to images User-agent: Googlebot-Image Disallow: /very-secret-images/ CRAWLING
  • 34. @roxanastingu | March 2024 | INDEXING DISCOVERY CRAWLING
  • 35. @roxanastingu | March 2024 | Indexable image formats INDEXING JPG PNG GIF BMP WEBP SVG ✓ ✓ ✓ ✓ ✓ ✓ <img src="data:image/svg+xml;base64,[data]">
  • 36. @roxanastingu | March 2024 | Image retrieval patent
  • 37. @roxanastingu | March 2024 | Textual information INDEXING THE INDEX WEB DOCUMENT Text around images Alt attribute values Image captions Anchor texts Metadata File name
  • 38. @roxanastingu | March 2024 | X-robots tag Meta robots tag header ("X-Robots-Tag: noimageindex, nofollow", true); Keeping images out of the index INDEXING <meta name="robots" content="noimageindex, nofollow">
  • 39. @roxanastingu | March 2024 | INDEXING DISCOVERY CRAWLING RANKING
  • 40. @roxanastingu | March 2024 | The basics of ranking for images RANKING IMAGE WITHOUT PAGE PAGE WITHOUT IMAGE ✓ ✗
  • 41. @roxanastingu | March 2024 | How images are ranked Collection 1 Collection 2 THE INDEX Collection 1 SEARCH TERM RANKING
  • 42. @roxanastingu | March 2024 | What can influence the order of images in a collection Collection 1 Relevancy Location Probability to navigate to an image Size & quality RANKING
  • 43. @roxanastingu | March 2024 | File size 1200px wide Image resolution 16x9, 4x3, and 1x1 Aspect ratio 123 kb What is image size? RANKING
  • 44. @roxanastingu | March 2024 | Meta robots tag Control image previews RANKING <meta name="robots" content="max- image-preview:large"> Meta robots tag <meta name="robots" content="max- image-preview:none">
  • 45. @roxanastingu | March 2024 | Does Google use EXIF? RANKING “The short answer is: [...] it is something that Google is able to parse out, and I think we do reserve the right to use it in ranking.” Matt Cutts 2014
  • 46. @roxanastingu | March 2024 | Does Google use EXIF? RANKING “The short answer is: [...] it is something that Google is able to parse out, and I think we do reserve the right to use it in ranking.” Matt Cutts “This is still the same as before.” John Mueller 2014 2017
  • 47. @roxanastingu | March 2024 | Does Google use EXIF? RANKING “The short answer is: [...] it is something that Google is able to parse out, and I think we do reserve the right to use it in ranking.” Matt Cutts “This is still the same as before.” John Mueller “To tell Google about your image metadata, add structured data or IPTC photo metadata to each image on your site.” Google Search Central Documentation - Image metadata in Google Images 2014 2017 2024 IPTC - International Press Telecommunications Council
  • 48. @roxanastingu | March 2024 | Image Rights Metadata Credit line Creator Copyright notice RANKING
  • 49. @roxanastingu | March 2024 | license acquireLicensePage Licensable Badge RANKING
  • 50. @roxanastingu | March 2024 | RANKING Structured data v. IPTC Structured data Page specific Creates rich snippets for your pages that are ranking for a specific image IPTC metadata Image specific Creates rich snippets whenever the image shows up, no matter which page is ranking
  • 51. @roxanastingu | March 2024 | Web v. Image Search ranking Web Search Image Search RANKING
  • 52. @roxanastingu | March 2024 | Best position to rank for in Web Search Web Search RANKING
  • 53. @roxanastingu | March 2024 | Eye tracking study for Image Search 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 An Eye-Tracking Study of User Behavior in Web Image Search Wanxuan Lu and Yunde Jia Beijing Laboratory of Intelligent Information Technology, School of Computer Science, Beijing Institute of Technology, Beijing 100081, China RANKING
  • 54. @roxanastingu | March 2024 | Spikes in impressions? RANKING
  • 55. @roxanastingu | March 2024 | Search Console - Web Search data cheat sheet Impressions Clicks Average Position Same as Knowledge Panel links, after blue links Knowledge Panel Clicking takes you to Image Search Space it occupies Image Pack Clicking takes you to Image Search Space it occupies Image Carousel Clicking opens the Image Preview panel Space it occupies Image Thumbnails Clicking takes you to the website When Scrolled into view Query Refinement RANKING
  • 56. @roxanastingu | March 2024 | Search Console Search Appearance RANKING
  • 57. @roxanastingu | March 2024 | Get creative RANKING
  • 58. @roxanastingu | March 2024 | Estimate what queries appear in image packs or knowledge graphs CASE WHEN Query (Image Search)=Query (Web Search) AND Average Position (Web Search) =1 AND Web Impressions > 100 AND Web Clicks < (Web Impressions/100) THEN "Image Pack or Image Carousel" WHEN Query (Image Search)=Query (Web Search) AND Average Position (Web Search) >5 AND Web Impressions > 100 AND Web Clicks < (Web Impressions/100) THEN "Knowledge Panel" ELSE "Other" END RANKING
  • 59. @roxanastingu | March 2024 | Are images worth the hassle? Footlocker case-study on https://brodieclark.com/ Foot Locker Google image thumbnail organic traffic vs. competitors (Semrush index) 228% increase in estimated organic visits p/mo that now have image thumbnails The change? Image dimensions update from 67×67 to 200x200.
  • 60. @roxanastingu | March 2024 | Generative AI 03
  • 61. @roxanastingu | March 2024 | Is AI used for ranking? RankBrain Neural Matching BERT MUM
  • 62. @roxanastingu | March 2024 | Is AI used for ranking in Image Search?
  • 63. @roxanastingu | March 2024 | Image features Collection 1 Brightness Colour Edges Intensity Shape Texture Image Features Similarity Extracted using Wavelet based techniques e.g. wavelet transform
  • 64. @roxanastingu | March 2024 | Image patents made easy seobythesea.com Bill Slawski jcchouinard.com JC Chouinard
  • 65. @roxanastingu | March 2024 | Embeddings Image embeddings are numerical representations of images that capture their semantic meaning and visual features.
  • 66. @roxanastingu | March 2024 | Embeddings
  • 67. @roxanastingu | March 2024 | Embeddings
  • 68. @roxanastingu | March 2024 | Embeddings
  • 69. @roxanastingu | March 2024 | Embeddings
  • 70. @roxanastingu | March 2024 | It’s all about balance Image features extraction algorithms Image features embedding LLMs
  • 71. @roxanastingu | March 2024 | Example from baume-referencement.com Google can detect details in images
  • 72. @roxanastingu | March 2024 | Yet this woman is seen as pizza Image Search results for “pizza aux anchois” on Google.fr
  • 73. @roxanastingu | March 2024 | Experiment from baume-referencement.com The greatest experiment
  • 78. @roxanastingu | March 2024 | Getty Images sues AI art generator Stable Diffusion in the US for copyright infringement
  • 79. @roxanastingu | March 2024 | Who owns the copyright?
  • 80. @roxanastingu | March 2024 | Ethical foundation models
  • 81. @roxanastingu | March 2024 | Will AI-generated images rank?
  • 82. @roxanastingu | March 2024 | What the future holds 04
  • 83. @roxanastingu | March 2024 | No one knows what the future holds
  • 84. @roxanastingu | March 2024 | No, I can’t guess the lottery numbers
  • 85. @roxanastingu | March 2024 | My ridiculous prediction
  • 88. @roxanastingu | March 2024 | https://thispersondoesnotexist.com/
  • 89. @roxanastingu | March 2024 | Provenance SynthID
  • 90. @roxanastingu | March 2024 | Provenance
  • 91. @roxanastingu | March 2024 | One solution to rule them all?
  • 92. @roxanastingu | March 2024 | Thank you!