ChatGPT (OpenAI)
The GTI Label — this product's ethical and social footprint.
Weighted under the Balanced profile. 2 declared components across 2 layers.
The product itself
How this product scores on its own merits — its licence, ownership and openness — separate from the stack it's built on.
Flags
-
Microsoft Azure concentration
Hyperscaler chokepoint — one of three clouds hosting much of the web.
-
OpenAI API labour
Reported concerns over low-paid data-labelling and RLHF annotation work.
By layer
Microsoft Azure
OpenAI API
By axis
The score is the vector — each axis is scored on its own, then weighted into the number above. Open an axis to see the reasoning behind it.
Data sovereignty & surveillance
medium
0.0
Show detail ▼
Hide detail ▲
Where data lives and the surveillance capacity it grants. 5 = fully sovereign.
Prompts are processed on a US hyperscaler.
Environmental footprint
medium
33.3
Show detail ▼
Hide detail ▲
Energy source, hardware lifecycle, water/cooling. Follows provenance.
Large training and inference energy footprint.
Local economic benefit
medium
0.0
Show detail ▼
Hide detail ▲
Does the spend stay in-region (5) or leave (1)?
Market concentration
medium
0.0
Show detail ▼
Hide detail ▲
Does using this reinforce a chokepoint or monopoly? 5 = no lock-in / many alternatives.
Openness & lock-in
medium
25.0
Show detail ▼
Hide detail ▲
Can you leave, and can others reach it? 5 = open access with no account required and easy data export; 1 = a walled garden — account-gated, proprietary, hard to export.
API- and account-gated; no export of how your data is used.
Ownership model
medium
16.7
Show detail ▼
Hide detail ▲
Who benefits from ownership? Shareholder / private-equity extraction (1) vs worker-owned / nonprofit / state or public-good (5).
Capped-profit company, heavily Microsoft-backed.
Software freedom (FOSS)
medium
8.3
Show detail ▼
Hide detail ▲
Is the software free & open-source, and under what licence? 5 = fully FOSS under an OSI-approved licence; 1 = proprietary / closed source.
Closed weights and closed source.
Some OSS (VS Code, .NET) but the cloud platform is proprietary.
Closed weights and closed source despite the name.
Upstream labour
medium
25.0
Show detail ▼
Hide detail ▲
Chip fabrication, warehouse, data-labelling conditions. Follows provenance.
We can't find the internet
Attempting to reconnect
Something went wrong!
Attempting to reconnect