Unleashing the
Power of OpenAI
GPT-3 in FME Data
Integration

Meet the Presenters
Christian Berger
Support Specialist,
Customer Solutions
Don Murray
Co-Founder
Dale Lutz
Co-Founder

Welcome to Livestorm!
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Flash Demo

Poll:
How Much Has chat.openai.com
Affected Your Life?

THE FUTURE
IS ALREADY HERE.
IT’S JUST NOT
EVENLY DISTRIBUTED.
-- William Gibson

Source: Andrej Karpathy June 18, 2020 Tweet

Source: Shubhro Saha Oct 31, 2022 Tweet

Generative-AI technology can
revolutionize workflows.
FME makes it easy to apply the power of
OpenAI GPT-3 AI to your data assets.

FME®
Enterprise Integration Platform
FME Desktop
Build & Run Data Workflows
FME Server
Automate Data Workflows
FME Mobile
Deliver the Power of
FME to Mobile
The only Enterprise Integration Solution with comprehensive support for Spatial Data
Powering your dataflows on premises, in the cloud, and on mobile
FME Cloud
FME Server in the cloud

Unrivaled Data Support
Remember this!
You will see why this is
key for Open AI

● AI research and deployment company
● Their mission is to ensure that artificial general intelligence benefits all of humanity.
○ Third generation Generative Pre-trained Transformer (GPT-3) is a neural network machine
learning model trained using internet data to generate any type of text.
○ OpenAIʼs API https://openai.com/api/ (available NOW) enables users to build next-gen apps
with models like GPT-3, DALL-E, and more…
New to APIʼs? Check out our Getting Started with APIʼs tutorial

Image Generation API (DALL-E)

Demo

Text Generation
● Given a prompt, the model will return one or more predicted
completions, and can also return the probabilities of alternative
tokens at each position.
○ Model sets like GPT-3 (i.e. Davinci, Ada, etc.), Codex, and Content filter
● Examples include:
○ General: Q&A, TL;DR, Summarize for a 2nd Grader, Create Instructions, etc.
○ Technical: Text to Command line/REGEX, SQL Translate

GPT Address Validation
The Goal
Validate Address
Information using
an OpenAI GPT
Model to provide a
complete dataset.
The Obstacles
Addresses can be
written in
numerous formats
or have missing
components
making it hard to
parse.
The Solution
Leverage the power
of REST based AI
services to cleanse
incomplete data.
The Result
Complete datasets
in the data format
your team requires.

Demo

Open AI for
Geocoding
OpenAI isnʼt a dedicated geocoding
service but it is fully capable and
cost effective
Can handle addresses with missing:
- Postal code
- City
- State

FME, OpenAI, and Salesforce

Salesforce Lead Generation with AI
The Goal
Collect valuable
intel about
prospective
customers.
The Obstacles
Itʼs time
consuming,
repetitive, and
often neglected.
The Solution
Trigger a workspace
that gathers valuable
information
whenever a new
record is created via
webhooks.
The Result
Stakeholders have
all the necessary
information to act
on new leads in
near real time.

Demo

Automated Lead
Generation
FME Server Automations enable
real time workflows to be fully
event driven from any business
system that supports webhooks, or
other triggers, like Salesforce Apex
Triggers

Interactive FME Demo

To Participate
● This demo will email personalized thank you notes to all attendees who send the
message “Opt in” in the chat. This is completely voluntary participation based on
attendee interest.
Note: by sending Opt in, you consent to your first name and company name being used
in an OpenAI prompt to generate a personalized thank you.

How it Works
● FME will connect to the Livestorm, our webinar platform, via the REST API
○ Livestorm returns list of attendees and chat history
○ FME is used to join attendees to their chat messages, if the message “opt in” is sent,
generate an OpenAI thank you message
● Email the OpenAI generated thank you message to the email you signed up for the
webinar with

Demo

Additional Use Cases
● Generate summaries for automated reporting, notifying key stakeholders,
etc.
○ Automate predictive modelling, analytics and knowledge management
● Automate survey result classification from systems like Survey123 or Field
Maps
● Quickly identify trends or parse unstructured data across your
organization using an FME Server Workspace App
Resource: OpenAI Examples

Market Research

Email Draft Creation

Address Extraction

Address Extraction

Address Extraction

Address Extraction

Tips & Tricks
Keep the temperature down
Increase the number of tokens to use ($)
Ask for an answer in a specific format
● Numeric characters only, two letter
abbreviations, pipe delimited, etc.
Always, always, always verify your
results

Tips & Tricks (continued)
● Decelerator will help you stay within rate limits
○ Potentially paid accounts do this too...
● Donʼt be afraid to use more than 1 API Key
○ Weʼve seen some hiccups when reusing the same one
● RE: Copyright of created images and text
○ OpenAI Terms of Use says:
○ OpenAI hereby assigns to you all its right, title and interest in and to Output

Try it for Yourself!
Download the OpenAICompletionsConnector and/or OpenAIImageGenerator from
the FME Hub
Sign up for an OpenAI account - free $18 credit
Get your API Key(s)
Resources for handling the response:
● Getting Started with JSON
● Transforming JSON using the JSONExtractor, JSONFlattener, and JSONFragmenter

OpenAI Integration Made Easy
FME can connect to over
450 systems natively and
any system, like OpenAI,
via an API.
Automated no-code API to
API workflows are also
possible and easy to
achieve.

The Future of OpenAI & FME

Regular Expressions

Regular Expressions

Quick Add: The Next Generation

Quick Add: The Next Generation

GPT-4 Speculation(*)
Source: DataChazGPT Nov 22, 2022 Tweet

Is Search Dead?

Limited Only by Imagination

FME connects you to all your data.
OpenAI gives you new insights.

FME and OpenAI - Unrivaled Potential

Summary

You can achieve more
with your data using
GPT-3 and FME...
NOW

Next Steps - Current User
Download
FME 2022.2 &
the webinar
workspaces
Apply the
workspaces to your
own data to
manage changes
Upgrade
Contact us. We
would love to chat
with you about
anything data
info@safe.com

Next Steps - New To FME
Free 90 minute
workshop
Contact us
info@safe.com safe.com/accelerator
We would love to chat with you
about anything data
Learn to maximize data,
minimize efforts with FME

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Registration Opens Jan 24th!

Q&A

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