open ai Flashcards

1
Q

technological

A

advabacemnets in ai hardware
computational power access
rapid ai innovation
“ ai boom”

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2
Q

socio cultural

A

ethical ai demands
public perception
privacy expectations
increase in demand for computational resources

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3
Q

political / legal

A

ai satefy regulations
data usage restriticons
NYT lawsuit–> New York Times sued them for taking data without conscent
also was sued by elon musk bc they breached the benefits all of humnaiity statement
copyright infringement issues
data from public sources could cause issues

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4
Q

economic

A

funding competition
investor expectations

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5
Q

five forces

A

supplier
- high
- hardware dependency (nvidias GPU)
- cloud services dependence (microsoft azure)
- hard to get the chips
- hardware providers like google, Nvidia made the gpu and TPU

subtitues
- low level, no comparable technologies outside of the ai domain
- gpu are dofferienated and difficult to replace, the market is also very concentrated

threat of new entrants (moderate)
- high barriers to entry like capital requirements of needing a large investment to start off
- established competitors like microsoft google who are big tech companies
- need to have knowledge about the tech
- easy access to distrubtion channels

buyers
- high
- growing alternatives like anthropic , google bard
- limited differentiation
- low switching costs

rivarly
- high number of competitors (deep mind, gemini, microsoft, meta) who have deep investments
- some of the competitors have created ecosystems like google can be linked to google docs so creates switching costs
- moderate product differentiation (most competitors offer similiar funct9onailites )
- low switching costs which creates price competition
- technological advbacemnts (competition for ai model superiority)

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6
Q

key success factors

A
  • strategic partnerships to get the funding necessary
  • good technology
  • talent acquisition and retention –> need to have people who are very knowledgeable in the field
  • financial resources
  • innovation
  • compliance with regulations
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7
Q

strengths

A

innovation and tehcnologcual leadership
strategic partnerships–> Microsoft
talent pool–> top talent
global recognition
adapdabiltu–> they keep adapting their model to become better
first mover advantage

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8
Q

weaknesses

A

governance instability (their organizational structure is not good, fights over chips, employees wanted to leave because of what happened with Altman )
dependence on external infrastructure (depdnece on suppliers)
high costs and over reliance on their partnership
limited financial resources compared to competition
highoperation costs
maybe their mission statement bc they keep having to live up to it

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9
Q

opportunties

A

ai expansion into new domains
partnerships
vertical integration to create the gpu chips themselves (backward integration)
pursuing artificial general intellergance

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10
Q

threats

A

intensifying compeittion–> Claude 4 might surpass chat
regulatory challenges
ethical concerns–> ai might surpass human intelligence and pose risks
resource limitations
chip shortage (there was a shortage of GPU chips)
Nvidia was moving more downstream

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11
Q

human resources

A

open ai mission attracted top talent in the ai field
Ilya sutksever (ex google researcher), he turned down other places to work at open ai
sam altman

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12
Q

financial resources

A

capital investment from founders and investors (1 bn)
usd 13 bn investment from Microsoft
revenue streams from premium services
partnerships also need funding

began as non profit

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13
Q

organizational resources

A

flexible organizational design
they restructured from non profit tp a hybrid structure to raise more capital
limited capability to generate financial resources
couldnt make deicisons resulting sam altman

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14
Q

reputation resources

A

open ai foundational commitment to developing ai for the common good has enhanced its reputation
top talent wanted to come and work for ai

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15
Q

physical

A

infrastructure for large scale ai training through its partnership with microsoft

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16
Q

technological resources

A

chat gpt- innovate applications
advanced ai models and algorhtiksm
azure ai for Microsoft

17
Q

competitive advantages

A

nonprofit mission : built open ai reputation as an ethical leader in the field
application: chat gpt became a massive success
first mover: develop and deploy tech well before most companies
strategic partnerships: gives open ai access to the infrastructure it needs for large scale training

18
Q

competitive position

A

holds compteiieve avdnatges in the market but may lose them to due potential threats

19
Q

in the long run

A

leadership changes can create uncertainty which could impact both the internal morale and external reputation
open ai has been gradually shifting away from its original non profit model toward more profit driven approaches
open ai first mover avdnatge could fade and it could struggle to differeinate

20
Q

business level strategy

A

differeination through:
unique offering: chat focuses offerings acdbaced features like faster response times, priority access and plugins ‘
cutting edge tech: regular updates, voice regnotiion
monetization model: direct revenue approach
benefits to enterprises: greater flexibility, independence from ad based eco systems, ehcnaced control over ai solution s

21
Q

competitive advantage throigh innovation

A

investment in r and d
market leadership
innovate features

22
Q

corporate level strategy (horizontal diversification )

A

dall e: trasnforming the graphic design market–> can achieve synergy by attracting new user segments while retaining loyal develo[ers

sora: innovatong videgraphy throigh ai enables video generation and editing based on text prompts
- synergy bc it builds on all e image generation and complements static design from dall e with video solutions

23
Q

corporate level strategy with synergies across business tools

A

copilot and integrated tools creates synergy bc developers can use copilot for coding, fostering loyalty to open ai suite of tools

chat gpt plus now integrates third party plugins chat gpt plus
- features added: browning with internet connectivity
- code interpreter

Synergy: OpenAI integrates its conversational AI tool (ChatGPT) with specialized products like Copilot for developers. Developers using Copilot for coding tasks can also use ChatGPT for debugging, brainstorming, and project planning. This seamless integration keeps users within the OpenAI ecosystem.
Benefit: It ensures consistent user experiences, simplifies workflows, and fosters adoption of multiple tools

Synergy: ChatGPT Plus integrates third-party plugins, internet browsing, and a code interpreter, allowing users to perform diverse tasks—from retrieving real-time information to analyzing complex data—all within one platform.
Benefit: Expands the tool’s utility, encouraging users to upgrade to premium plans and rely on OpenAI tools for a variety of need

24
Q

cooperative strategy (strategic partnerships )

A

partnerships with companies like microsoft, integrating open ai models into azure

25
Q

industry analysis

A

financially demanding, fast growing and contrversoail industry
have to follow regulations
innovate quickly to keep up
companies innovate very fast in the span of weeks (google announcing their gemini 1.5 pro in one week) or months
very regulated like google had to stop gemini from generating images of people

26
Q

supply chain management

A

2 ,major suppliers gpu and gpu from Nvidia and google
GPU shortage
access tp azure and microsfots web shortage services

27
Q

operations**

A

model development
open source/ closed source
intense computational precess
gpt training cost of 4 bn

28
Q

distribution

A

open ai models are distributed through APIS and apps such as chat or DALL e
open ai distribution

29
Q

marketing and sales

A

subscription service to chat gpt plus for 20 us a month
chat users reached 100 m within 2 months of launch

30
Q

follow up

A

continuous update on chat gpt 4
intergation of new features showing commitment to customer needs

31
Q

financing

A

non profit to capped porifut structure
investors can earn up to 100 x return
us 1 bn investment from microsfokt

32
Q

human resource managemnt

A

talented individuals drive the organization foward
mission attracts top talent and favours employee retention
loyalty to leadership

33
Q

information systems management

A

partnership with MS azure gave them access to cloud storage services

34
Q

why did open ai have to switch from non profit to a hybrid model

A

really high operational costs and couldn’t just rely on donations

35
Q

why did open ai get into a partnership with Microsoft

A

got the funding needed
can integrate open ai features into Microsoft
expanding open ai
microsoft is able to get into ai

36
Q

how does ai work

A

design the structure of the model
train the model using data
then refined during an iretaed fine tuning process

37
Q

anthropic

A

the people who had established it had left open ai
has a similar mission to ope n ai
created a partnership with google cloud and amazon

38
Q

how was sam Altman fired

A

bc of the unusual governance structure it allowed the non profit board full governance rights through a simple majority vote