System Atlas
Atlas
Constructs/Process

Training data acquisition and licensing → pretraining and fine-tuning runs (information flow)

Workflows that drive an outcome from step to step. Process steps that hand work to each other.

Within one industryHolds in Artificial intelligence. Counted from public, sourced parts only; each organization below links to the parts it was counted on.

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Organizations running it
5
Of their industry
36%
The pattern
What every instance has, in order
  1. Data
    Training data acquisition and licensing
    in 100% of instances
    information
  2. Process
    Pretraining and fine-tuning runs
    in 100% of instances
    then
  3. Decisions
    Market and positioning
    in 100% of instances
    then
  4. Process
    Lead generation
    in 100% of instances
    then
  5. Process
    Product or service design
    in 100% of instances
    information
  6. Process
    Production or delivery
    in 100% of instances
    then
  7. Process
    Hiring
    in 100% of instances

Coloured arrows: a flow of that type seen between the two at instance organizations. Grey arrows: order only.

Structure
GroupsLayersEverything
Element
Share of instances
Companies
Invariant 7
At least 90% have it
Process5
Pretraining and fine-tuning runs
100%
5
Lead generation
100%
5
Product or service design
100%
5
Production or delivery
100%
5
Hiring
100%
5
Data1
Training data acquisition and licensing
100%
5
Decisions1
Market and positioning
100%
5
Variant 35
20 to 80%: where they differ · Members
People4
Org structure
80%
4
Suppliers and partners
60%
3
Sales
40%
2
Customer service and support
20%
1
Process10
Evaluation and red-teaming
80%
4
Logistics and fulfilment
40%
2
Billing and invoicing
40%
2
Proposals and quoting
20%
1
Quality control
20%
1
Customer onboarding
20%
1
Uptime and incidents
20%
1
Retention and renewal
20%
1
Management cadence
20%
1
Learning and improvement
20%
1
Software3
Inference serving
80%
4
Subscription billing
20%
1
Communication tools
20%
1
Data4
Compute capacity
40%
2
Cash and treasury
40%
2
Inventory and assets
20%
1
Reporting and dashboards
20%
1
Decisions14
Model release and versioning
80%
4
Strategy and goals
80%
4
Pricing
60%
3
Regulatory compliance
60%
3
Contracts
40%
2
Policies and culture
40%
2
Usage pricing and metering
40%
2
Security and access
40%
2
Licences and registrations
40%
2
Health, safety and environment
40%
2
Governance and decision rights
40%
2
Usage policies and model documentation
40%
2
Performance and pay
20%
1
Data protection and security assurance
20%
1
Variant · where they differ
Member
Variants, couplings and instances

Every level, number, source and dimension: Member, $300 a year.

See Member
Couplings · what comes together
Member
Variants, couplings and instances

Every level, number, source and dimension: Member, $300 a year.

See Member
Entropy
Where it runs rough

Operating-reality findings at instance companies: workarounds, manual hand-offs, bottlenecks.

  • Training data acquisition and licensing4 findings
    Dependency 2 · Manual hand-off 1 · Workaround 1 · at 4 companies
  • Production or delivery2 findings
    Bottleneck 1 · Dependency 1 · at 2 companies
  • Lead generation2 findings
    Dependency 1 · Informal channel 1 · at 2 companies
  • Suppliers and partners2 findings
    Dependency 2 · at 2 companies
  • Communication tools1 finding
    Tacit rule 1 · at 1 company
  • Customer onboarding1 finding
    Dependency 1 · at 1 company
  • Health, safety and environment1 finding
    Workaround 1 · at 1 company
  • Inference serving1 finding
    Workaround 1 · at 1 company
Seen across
Where it holds
Business model
  • product20%
Size
  • 11-50 people20%
  • 201-500 people20%
Region
  • Germany / United States20%
  • San Francisco20%
  • United States20%
  • United States (founded in the US); team distributed across Europe and North America20%
  • United States (Silicon Valley, California; Pennsylvania) and India (Bengaluru)20%
Instances
The 5 companies it was seen at
Member
Variants, couplings and instances

Every level, number, source and dimension: Member, $300 a year.

See Member