©2023 Cprime, Inc. All rights reserved and no copying without express written permission. www.cprime.com | 877.800.5221 | +44 (0) 203 811 0424
2
©2023 Cprime, Inc. All rights reserved and no copying without express written permission.
Turn Ideas into Action Faster
2
2
AI for Everyone:
Demystifying Large Language Models
(LLMs) Like ChatGPT
How and when to use different types of LLMs in your organization
3
©2023 Cprime, Inc. All rights reserved and no copying without express written permission.
Turn Ideas into Action Faster
Audio is streamed through your computer speakers, so make sure your audio is on and turned up.
Housekeeping Items
The recording and slides will
be sent to everyone via email
within 24-48 hours after the
webinar concludes.
Submit questions any time
during this presentation via
the Q&A box on the bottom
panel of your screen.
Audio is streamed
through your computer
speakers, so make sure
your audio is on and
turned up.
©2020 Cprime, Inc. All rights reserved and no copying without express written permission. WWW.CPRIME.COM | 877.753.2760
4
©2023 Cprime, Inc. All rights reserved and no copying without express written permission.
Turn Ideas into Action Faster 4
Meet our Speakers
Monte Montoya
VP Innovation and Growth
Josh Judd
Chief Architect, AI
5
©2023 Cprime, Inc. All rights reserved and no copying without express written permission.
Turn Ideas into Action Faster
Objectives
01 Understand the Basics of AI and LLMs
02 Benefits of Private, Customized LLMs
03 Practical Applications of LLMs
04 PrimeAI Demo
6
©2023 Cprime, Inc. All rights reserved and no copying without express written permission.
Turn Ideas into Action Faster 6
©2023 Cprime, Inc. All rights reserved and no copying without express written permission.
Turn Ideas into Action Faster
What Are LLMs?
Generative AI
LLMs (Large Language Models)
Enables AI tools to understand conversational language
And generate responses in conversational style
Generative AI
A whole category of AI tools that generate outputs “from scratch”
As opposed to blindly following rules or parroting canned information
GPTs (Generative Pre-trained Transformers)
A sub-category within the category of Generative AI tools
The neural network of a GPT is Pre-trained using a large set of data
And it Transforms prompts into responses using that neural net
ChatGPT
One of many GPTs designed for conversation using natural language
This particular well-publicized tool was developed by OpenAI and runs on their cloud
2010’s 2020’s
2021
ChatGPT
GPTs
Generative AI
LLMs
8
©2023 Cprime, Inc. All rights reserved and no copying without express written permission.
Turn Ideas into Action Faster 8
©2023 Cprime, Inc. All rights reserved and no copying without express written permission.
Turn Ideas into Action Faster
Public vs. Private LLMs and
Customization
88
9
©2021 Cprime, Inc. All rights reserved and no copying without express written permission.
Public vs. Private
Public:
● Public LLMs run in a public cloud
environment
● The are trained using their users’
behavior and data
● Thus, they change constantly,
and are not a good fit for
confidential data
Private:
● Private LLMs can run in a private
cloud, virtual private cloud, on
prem “classic” datacenter, or
even on your laptop
● The LLM doesn’t change unless
you change it - good for change
control
● Your queries and data won’t leave
your private environment
10
©2021 Cprime, Inc. All rights reserved and no copying without express written permission.
Customization
● Public and private LLMs can be connected to private internal data sets
● E.g., you could connect your Sales Force information to Chat GPT
● But do you really want your customer info to be used to train a public LLM?
● How about Personally Identifiable Information rules, HIPPA, etc?
● What about engineering data? What about NDAs with third parties?
©2022 Cprime, Inc. All rights reserved and no copying without express written permission.
Can you protect YOUR company’s data?
11
OpenAI has an “opt out” for using your data to train their model:
https://help.openai.com/en/articles/7039943-data-usage-for-consumer-services-faq
You have to create a business account, then fill out a form
Do this, but it’s still not sufficient for many data privacy requirements
For that, you’d need a more advanced “private LLM” system
This can also save (a lot of) money, and gives you better control
12
©2023 Cprime, Inc. All rights reserved and no copying without express written permission.
Turn Ideas into Action Faster
Typical AI adoption and maturity pathway
12
13
©2023 Cprime, Inc. All rights reserved and no copying without express written permission.
Turn Ideas into Action Faster 13
©2023 Cprime, Inc. All rights reserved and no copying without express written permission.
Turn Ideas into Action Faster
Practical Applications
1313
14
©2021 Cprime, Inc. All rights reserved and no copying without express written permission.
Improved Operational Efficiency
► Accelerated Content Creation
► Automated Customer Support
► Supply Chain Optimization
► HR and Recruitment
► Robotic Process Automation
Enhanced Decision Making
► Streamlined Data Analysis
► Augmented Decision-Making
► Prioritization & Routing
► Sales Forecasting
► Automated Threat Intelligence
Increased Customer Satisfaction
► Enhanced Customer Experience
► Chatbots & Copilots
► Tailored Virtual Personal Assistants
► Social Media Management
► Reduce Time to Resolution
Creating Competitive Advantage
► Fraud Detection
► Risk Management
► Market Research
► Preventive Maintenance
► Quality Control
Leveraging AI for Business Success
15
©2021 Cprime, Inc. All rights reserved and no copying without express written permission.
ROIs for Customized Private LLMs
● Business Objectives Alignment
● Cost of AI Infrastructure
● Data Acquisition and Preparation
● AI Talent and Expertise
● Integration with Existing Systems
● Training and Support
● Potential Productivity Gains
● AI Performance and Accuracy
● Time to Value and Payback Period
● Scalability and Future Growth
16
©2021 Cprime, Inc. All rights reserved and no copying without express written permission.
Discover & Define POC Implementation Support & Scale
PrimeAI - Copilot Technology
A modular Generative AI technology framework that
provides you with a private customized LLM platform to
accelerate AI-based use cases.
● Works alongside users, providing constant guidance
and personalized assistance.
● A private model that learns, retains, and utilizes your
business's unique information.
● Combines the power of an LLM with a flexible variety
of data sources and tooling platforms you already
use.
17
©2023 Cprime, Inc. All rights reserved and no copying without express written permission.
Turn Ideas into Action Faster 17
©2023 Cprime, Inc. All rights reserved and no copying without express written permission.
Turn Ideas into Action Faster
Demo
1717
18
©2023 Cprime, Inc. All rights reserved and no copying without express written permission.
Turn Ideas into Action Faster
Keep the Conversation Going…
Check out Cprime’s upcoming webinars, read our blog, and
download resources such as whitepapers and case studies:
www.cprime.com/resources
Claim your GenAI Discovery Workshop here:
https://www.cprime.com/ai/genai-discovery-workshop/
Reach out to Cprime at learn@cprime.com
QUESTIONS?
www.cprime.com | 877.800.5221 | +44 (0) 203 811 0424
Questions?
www.cprime.com | 877.800.5221 | +44 (0) 203 811 0424
Questions?
QUESTIONS?
www.cprime.com | 877.800.5221 | +44 (0) 203 811 0424
Thank You
www.cprime.com | 877.800.5221 | +44 (0) 203 811 0424

AI for Everyone: Demystifying Large Language Models (LLMs) Like ChatGPT

  • 1.
    ©2023 Cprime, Inc.All rights reserved and no copying without express written permission. www.cprime.com | 877.800.5221 | +44 (0) 203 811 0424
  • 2.
    2 ©2023 Cprime, Inc.All rights reserved and no copying without express written permission. Turn Ideas into Action Faster 2 2 AI for Everyone: Demystifying Large Language Models (LLMs) Like ChatGPT How and when to use different types of LLMs in your organization
  • 3.
    3 ©2023 Cprime, Inc.All rights reserved and no copying without express written permission. Turn Ideas into Action Faster Audio is streamed through your computer speakers, so make sure your audio is on and turned up. Housekeeping Items The recording and slides will be sent to everyone via email within 24-48 hours after the webinar concludes. Submit questions any time during this presentation via the Q&A box on the bottom panel of your screen. Audio is streamed through your computer speakers, so make sure your audio is on and turned up.
  • 4.
    ©2020 Cprime, Inc.All rights reserved and no copying without express written permission. WWW.CPRIME.COM | 877.753.2760 4 ©2023 Cprime, Inc. All rights reserved and no copying without express written permission. Turn Ideas into Action Faster 4 Meet our Speakers Monte Montoya VP Innovation and Growth Josh Judd Chief Architect, AI
  • 5.
    5 ©2023 Cprime, Inc.All rights reserved and no copying without express written permission. Turn Ideas into Action Faster Objectives 01 Understand the Basics of AI and LLMs 02 Benefits of Private, Customized LLMs 03 Practical Applications of LLMs 04 PrimeAI Demo
  • 6.
    6 ©2023 Cprime, Inc.All rights reserved and no copying without express written permission. Turn Ideas into Action Faster 6 ©2023 Cprime, Inc. All rights reserved and no copying without express written permission. Turn Ideas into Action Faster What Are LLMs?
  • 7.
    Generative AI LLMs (LargeLanguage Models) Enables AI tools to understand conversational language And generate responses in conversational style Generative AI A whole category of AI tools that generate outputs “from scratch” As opposed to blindly following rules or parroting canned information GPTs (Generative Pre-trained Transformers) A sub-category within the category of Generative AI tools The neural network of a GPT is Pre-trained using a large set of data And it Transforms prompts into responses using that neural net ChatGPT One of many GPTs designed for conversation using natural language This particular well-publicized tool was developed by OpenAI and runs on their cloud 2010’s 2020’s 2021 ChatGPT GPTs Generative AI LLMs
  • 8.
    8 ©2023 Cprime, Inc.All rights reserved and no copying without express written permission. Turn Ideas into Action Faster 8 ©2023 Cprime, Inc. All rights reserved and no copying without express written permission. Turn Ideas into Action Faster Public vs. Private LLMs and Customization 88
  • 9.
    9 ©2021 Cprime, Inc.All rights reserved and no copying without express written permission. Public vs. Private Public: ● Public LLMs run in a public cloud environment ● The are trained using their users’ behavior and data ● Thus, they change constantly, and are not a good fit for confidential data Private: ● Private LLMs can run in a private cloud, virtual private cloud, on prem “classic” datacenter, or even on your laptop ● The LLM doesn’t change unless you change it - good for change control ● Your queries and data won’t leave your private environment
  • 10.
    10 ©2021 Cprime, Inc.All rights reserved and no copying without express written permission. Customization ● Public and private LLMs can be connected to private internal data sets ● E.g., you could connect your Sales Force information to Chat GPT ● But do you really want your customer info to be used to train a public LLM? ● How about Personally Identifiable Information rules, HIPPA, etc? ● What about engineering data? What about NDAs with third parties?
  • 11.
    ©2022 Cprime, Inc.All rights reserved and no copying without express written permission. Can you protect YOUR company’s data? 11 OpenAI has an “opt out” for using your data to train their model: https://help.openai.com/en/articles/7039943-data-usage-for-consumer-services-faq You have to create a business account, then fill out a form Do this, but it’s still not sufficient for many data privacy requirements For that, you’d need a more advanced “private LLM” system This can also save (a lot of) money, and gives you better control
  • 12.
    12 ©2023 Cprime, Inc.All rights reserved and no copying without express written permission. Turn Ideas into Action Faster Typical AI adoption and maturity pathway 12
  • 13.
    13 ©2023 Cprime, Inc.All rights reserved and no copying without express written permission. Turn Ideas into Action Faster 13 ©2023 Cprime, Inc. All rights reserved and no copying without express written permission. Turn Ideas into Action Faster Practical Applications 1313
  • 14.
    14 ©2021 Cprime, Inc.All rights reserved and no copying without express written permission. Improved Operational Efficiency ► Accelerated Content Creation ► Automated Customer Support ► Supply Chain Optimization ► HR and Recruitment ► Robotic Process Automation Enhanced Decision Making ► Streamlined Data Analysis ► Augmented Decision-Making ► Prioritization & Routing ► Sales Forecasting ► Automated Threat Intelligence Increased Customer Satisfaction ► Enhanced Customer Experience ► Chatbots & Copilots ► Tailored Virtual Personal Assistants ► Social Media Management ► Reduce Time to Resolution Creating Competitive Advantage ► Fraud Detection ► Risk Management ► Market Research ► Preventive Maintenance ► Quality Control Leveraging AI for Business Success
  • 15.
    15 ©2021 Cprime, Inc.All rights reserved and no copying without express written permission. ROIs for Customized Private LLMs ● Business Objectives Alignment ● Cost of AI Infrastructure ● Data Acquisition and Preparation ● AI Talent and Expertise ● Integration with Existing Systems ● Training and Support ● Potential Productivity Gains ● AI Performance and Accuracy ● Time to Value and Payback Period ● Scalability and Future Growth
  • 16.
    16 ©2021 Cprime, Inc.All rights reserved and no copying without express written permission. Discover & Define POC Implementation Support & Scale PrimeAI - Copilot Technology A modular Generative AI technology framework that provides you with a private customized LLM platform to accelerate AI-based use cases. ● Works alongside users, providing constant guidance and personalized assistance. ● A private model that learns, retains, and utilizes your business's unique information. ● Combines the power of an LLM with a flexible variety of data sources and tooling platforms you already use.
  • 17.
    17 ©2023 Cprime, Inc.All rights reserved and no copying without express written permission. Turn Ideas into Action Faster 17 ©2023 Cprime, Inc. All rights reserved and no copying without express written permission. Turn Ideas into Action Faster Demo 1717
  • 18.
    18 ©2023 Cprime, Inc.All rights reserved and no copying without express written permission. Turn Ideas into Action Faster Keep the Conversation Going… Check out Cprime’s upcoming webinars, read our blog, and download resources such as whitepapers and case studies: www.cprime.com/resources Claim your GenAI Discovery Workshop here: https://www.cprime.com/ai/genai-discovery-workshop/ Reach out to Cprime at learn@cprime.com
  • 19.
    QUESTIONS? www.cprime.com | 877.800.5221| +44 (0) 203 811 0424 Questions? www.cprime.com | 877.800.5221 | +44 (0) 203 811 0424 Questions?
  • 20.
    QUESTIONS? www.cprime.com | 877.800.5221| +44 (0) 203 811 0424 Thank You www.cprime.com | 877.800.5221 | +44 (0) 203 811 0424