Stay ahead of the curve with our upcoming webinar on developments in Generative AI technology. We will dive into the state of Generative AI since our previous webinar in January, including the Azure Open AI tool, and explore its potential applications in the technology industry. Our expert speakers will showcase how this cutting-edge tool can be leveraged in FME data integration workflows for natural language processing, automated workflow generation, and predictive modeling. Our team will also demonstrate the incredible power and productivity of the new OpenAIChatGPTConnector, which leverages the gpt-3.5-turbo model. Don't miss out on this opportunity to learn from the best in the field and discover how Generative AI can revolutionize your data integration workflows. Register now to unlock the power of Generative AI!

1. Leveraging Generative
AI: Exploring New
Technology for Data
Integration

2. Don
Murray
Safe Software
Co-Founder
Christian
Berger
Safe Software
Support Specialist,
Customer Solutions
Dale
Lutz
Safe Software
Co-Founder
Tensing
COO
Dave
Laurier
Meet our Team

3. Welcome to Livestorm.
A few ways to engage with us during the webinar:
Audio issues? Click this for 4 simple
troubleshooting steps.

4. How to download slides
1. Hover over the
slide deck in the
webinar room
2. Click this button

5. Agenda
1 Introduction
2 Case Study: Innovating with AI at Tensing
3 Open AI Transformer Updates
4 Generative AI Reader
5 Exploring Beyond Open AI
6 Sneak Peeks: AI-Augmented Workspace Authoring
7 Resources & Conclusion
8 Q&A

6. 1
Introduction

10. 29+
27K+
128
190
20K+
years of solving data
challenges
FME Community
members
countries with
FME customers
organizations worldwide
global partners with
FME services
29+
29K+
128
140+
25K+
years of solving data
challenges
FME Community
members
countries with
FME customers
organizations worldwide
global partners with
FME services

11. 29+
27K+
128
190
20K+
years of solving data
challenges
FME Community
members
countries with
FME customers
organizations worldwide
global partners with
FME services
29+
29K+
128
140+
25K+
years of solving data
challenges
FME Community
members
countries with
FME customers
organizations worldwide
global partners with
FME services

12. Largest
Ecosystem
(Only with
Geospatial)
Unrivalled
Productivity
(No-Code Environment)
Deploy
Anywhere
(performance,
security)
We Care
You Get
It All
(Every component,
every capability)
(Restaurant Model)

13. Number
of
supported
formats
in
FME
1995 2000 2005 2010 2015 2020 2023…
10
100
300
500
GIS
CAD
Database
XML
Raster
3D
BIM
Web
Point
Cloud
Cloud
Big
Data
IOT
Gaming
BI
Indoor
Mapping
AR/VR
Generative
AI
Cloud
Native
Tabular
Unrivalled Data Support

14. FME Flow
(version 2023.0)
formerly Server
FME Flow Hosted
formerly Cloud
FME Form
(version 2023.0)
formerly Desktop
FME®
Enterprise Integration Platform
The only Enterprise Integration Solution with comprehensive support for Spatial Data
FME AR
FME Mobile
formerly Data
Express
Build & Run Data Workflows Automate Data Workflows Cloud Hosted
Version of Flow
Data Processing
on Mobile
Data Visualization
in AR

15. Presentation Title - Edit in Master
Safe Software Named a
Customers’ Choice in the 2023 Gartner
Peer Insights ‘Voice of the Customer’:
Data Integration Tools.
We are also the only vendor recognized as
North America Customers’ Choice.
GARTNER is a registered trademark and service mark, and PEER INSIGHTS is a registered trademark, of Gartner, Inc. and/or its affiliates in
the U.S. and internationally and are used herein with permission. All rights reserved. Gartner Peer Insights content consists of the opinions of
individual end users based on their own experiences, and should not be construed as statements of fact, nor do they represent the views of
Gartner or its affiliates. Gartner does not endorse any vendor, product or service depicted in this content nor makes any warranties, expressed
or implied, with respect to this content, about its accuracy or completeness, including any warranties of merchantability or fitness for a particular
purpose.
Read Full Report

16. Generative-AI technology is
revolutionizing workflows.
FME makes it easy to apply the power of API based AI
to all data and systems.

17. We are going to
show you how
Generative AI and
FME makes new
things possible

18. 2
Case Study:
Innovating with AI
at Tensing

19. Elevating Spatial Intelligence.
Tensing helps you maximize your organization’s data potential. We
specialize in Spatial Intelligence solutions, which includes the most
powerful technology for Data Integration, Data Analysis and Data
Visualization.

20. Innovating with
Artificial Intelligence
2018 2019 2022+
● After a steep learning curve in Machine Learning and Natural Language Processing…
● Now it is time to embrace OpenAI!

21. 2022+
ChatGPT Innovations
hub.safe.com/publishers/tensing

22. eBook: engage.safe.com/spatial-data-integration-for-dummies/ and try it: bit.ly/tensingPDF

23. Automating location extraction from
embedded PDF maps

24. Try it: bit.ly/tensingAI

25. Opportunities for ChatGPT
ChatGPT can…
● Analyze text & identify patterns in data
● Facilitate stakeholder communication & report generation
● Unlock data from inaccessible formats
Next to…
● Automate data preprocessing & fill missing data
● Generate scripts for data transformations & integration
Try our PDF map
extraction App
Try our PDF
summarizer App

26. Poll: Are you planning to
use Generative AI?

27. 3
Open AI
Transformer
Updates

28. Out with the Old
● Only supported the OpenAI Service and
OpenAI deployed models

29. In with the New
● Support for both OpenAI and Azure
authentication
○ Base URL
○ Version
● All OpenAI models supported
● All Azure OpenAI models supported
○ Model Deployment Name

30. Azure OpenAI Authentication
● Obtaining your keys and endpoint
○ Azure Portal > Keys and Endpoint

31. Azure OpenAI Models
● Obtaining your keys and endpoint
○ Azure Portal > Keys and Endpoint
● Model Deployments

32. What Else is New?
OpenAI released ChatGPT 3.5 Turbo and
GPT4
Chat vs Completion
● Chat
○ System initializes/sets behavior
○ Assistant answers
○ User asks
● Completions
○ Ready for consumption
○ Fine tunable

33. OpenAIChatGPTConnector
● Group By
● Support for both OpenAI and Azure
authentication
○ Base URL
○ Version
● All OpenAI models supported
● All Azure OpenAI models supported
○ Model Deployment Name

34. OpenAIChatGPTConnector
● Group By
○ Creates a message history

35. Demo

36. Demo

37. Intro generative AI reader
Slide placeholder
Introducing the
Generative AI Reader

40. Generative AI Reader
● Ask for a list of items (including related
properties)
● Automatic creation of field names
● Automatic generation of rows of data
● Will become extremely useful when
the AI being queried has your
organization’s data

45. Chaining Queries

47. Putting it all together

49. Trust, With Verification

51. 4
Exploring
Beyond
OpenAI

52. Slide Title
FME can use
your data to drive
Any Generative
AI service
Prepare Fine Tune Generate
One Giant Leap.ai
for Mankind
Distribute
Automate “Fine
Tuning” of AI
Request
Resources to
share and
enhance your
business
Share, and
integrate results
with business
systems

53. FME’s Strengths
● Easy API Integration with
the HTTPCaller
○ JSON transformers for formatting,
extracting, fragmenting, and
flattening
● Looping Custom
Transformers
● Shareable on the FME
Hub

54. Rapid Platform Expansion
FME Hub
● Time is everything.
● Expanding daily by entire community
● Safe releases here more and more
● Independent of Release schedule
● At the speed of innovation!

55. Demo

56. Demo

57. 5
In-Product AI
Updates
*Currently a prototype that is not publicly available

58. Your FME Form Co-Author
- Exclusive look at development on FME
Workbench for:
- Regular Expressions
- SQL
- Python

62. Demos

63. Your feedback is
important, be sure to
complete the survey at
the end of the webinar

64. 6
Conclusion
& Resources

65. Number
of
supported
formats
in
FME
1995 2000 2005 2010 2015 2020 2023…
10
100
300
500
GIS
CAD
Database
XML
Raster
3D
BIM
Web
Point
Cloud
Cloud
Big
Data
IOT
Gaming
BI
Indoor
Mapping
AR/VR
Generative
AI
Cloud
Native
Tabular
Bringing the Power of
Generative AI to all your data
and systems!

66. Free 90-min Workshop
on FME
safe.com/accelerator
Get our Ebook
Spatial Data for the
Enterprise
fme.ly/gzc
More Webinars
Upcoming & on-demand
webinars
safe.com/webinars
FME Accelerator

67. Learn all the capabilities to
maximize the value of your FME
investment
community.safe.com/s/academy
FME Hub
Discover new and constantly
growing capabilities of the FME
Platform.
hub.safe.com
FME Academy

68. ClaimYour Community Badge
● Get community badges for watching
webinars!
● fme.ly/WebinarBadge
● Today’s code: WCAMP
Join the Community today!

69. Our largest
FME user
conference
yet.
Sept 5-7 | 100+ sessions
co-hosted by Safe Software & con terra

70. 7
Q&A

71. ThankYou
Contact Dave: DLaurier@tensing.com
Come chat with us about anything data:
info@safe.com
Please fill out our
webinar survey