Product or service design → market and positioning → hiring → health, safety and environment
How information is recorded, decided on and fed back. Mostly data and decisions, with information fed back.
Within one industryHolds in Artificial intelligence. Counted from public, sourced parts only; each organization below links to the parts it was counted on.
- Organizations running it
- 15
- Of their industry
- 22%
The pattern
What every instance has, in order
- ProcessProduct or service designin 93% of instancesinformation
- DecisionsMarket and positioningin 100% of instancesthen
- ProcessHiringin 100% of instancesthen
- DecisionsHealth, safety and environmentin 100% of instances
Coloured arrows: a flow of that type seen between the two at instance organizations. Grey arrows: order only.
Structure
Element
Share of instances
Companies
Org structure
73%
11
Customer service and support
60%
9
Suppliers and partners
53%
8
Account management
40%
6
Customer onboarding
53%
8
Pretraining and fine-tuning runs
53%
8
Evaluation and red-teaming
47%
7
Learning and improvement
47%
7
Quality control
40%
6
Uptime and incidents
40%
6
Onboarding and training
40%
6
Logistics and fulfilment
33%
5
Billing and invoicing
33%
5
Compute capacity
40%
6
Training data acquisition and licensing
27%
4
Data management
20%
3
Legal and contracts administration
20%
3
Policies and culture
80%
12
Strategy and goals
80%
12
Pricing
73%
11
Usage pricing and metering
67%
10
Data protection and security assurance
67%
10
Performance and pay
53%
8
Security and access
53%
8
Regulatory compliance
53%
8
Contracts
40%
6
Governance and decision rights
40%
6
Usage policies and model documentation
40%
6
Model release and versioning
33%
5
Variant · where they differ
Member
Variants, couplings and instances
Every level, number, source and dimension: Member, $300 a year.
Couplings · what comes together
Member
Variants, couplings and instances
Every level, number, source and dimension: Member, $300 a year.
Entropy
Where it runs rough
Operating-reality findings at instance companies: workarounds, manual hand-offs, bottlenecks.
- Customer onboarding5 findingsDependency 5 · at 4 companies
- Health, safety and environment4 findingsWorkaround 2 · Dependency 1 · Manual hand-off 1 · at 4 companies
- Suppliers and partners4 findingsDependency 4 · at 4 companies
- Hiring3 findingsTacit rule 2 · Dependency 1 · at 2 companies
- Compute capacity2 findingsDependency 2 · at 2 companies
- Inference serving2 findingsBottleneck 1 · Workaround 1 · at 1 company
- Pricing2 findingsDependency 1 · Tacit rule 1 · at 2 companies
- Customer service and support2 findingsDependency 1 · Workaround 1 · at 2 companies
Seen across
Where it holds
Industries
Business model
- product7%
Size
- 201-500 people13%
- 51-200 people13%
- 11-50 people7%
- 501-1000 people7%
Region
- United States33%
- North America13%
- San Francisco, United States13%
- Germany / United States7%
- Japan7%
- San Francisco7%
Instances
The 15 companies it was seen at
Member
Variants, couplings and instances
Every level, number, source and dimension: Member, $300 a year.