Developer Platforms & Infra:

Assistants API is weakest on ads and tracking because tracking, analytics, and ad-related signals still follow how people use the service.

Assistants API is strongest where it sets guardrails around AI training, with clearer training limits and stronger business-data rules.

OpenAI API is weakest on ads and tracking because tracking, analytics, and ad-related signals still follow how people use the service.

OpenAI API is strongest where it sets guardrails around AI training, with clearer training limits and stronger business-data rules.

Codex is weakest on ads and tracking because tracking, analytics, and ad-related signals still follow how people use the service.

Codex is strongest where it sets guardrails around AI training, with clearer training limits and stronger business-data rules.

OpenAI Fine-tuning is weakest on ads and tracking because tracking, analytics, and ad-related signals still follow how people use the service.

OpenAI Fine-tuning is strongest where it sets guardrails around AI training, with clearer training limits and stronger business-data rules.

The main risk is retention and configuration: teams still need to verify agreement terms, feedback handling, logs, and account boundaries.

Claude API is strongest where customer agreements, account boundaries, and API controls keep production prompts out of consumer training workflows.

GitLab is weakest on ads and tracking because tracking, analytics, and ad-related signals still follow how people use the service.

GitLab is strongest where it sets guardrails around AI training, with stronger business-data rules.

The weakest area is the surrounding Google account and website tracking layer, which is broader than the cloud workload posture itself.

Google Cloud is strongest where admins can control projects, exports, access, organization policy, and service configuration in detail.

The weakest area is the outer account and website layer, not core workloads: cookies, billing surfaces, and admin sprawl still add exposure.

AWS is strongest where customers get deep administrative control through IAM, logging, region choice, and service-level configuration.

The weak point is the broader platform surface around diagnostics, telemetry, integrations, and the Microsoft account ecosystem.

Azure is strongest where tenant admins can govern regions, logs, access, policies, and service terms across the environment.