GPT Image 2 API (APIMart) vs Runware

Điểm mạnh & ưu điểm

• +Tuân theo quy ước REST quen thuộc, kèm ví dụ cURL và Python
• +Kiểm soát chi tiết độ phân giải, tỷ lệ và chất lượng
• +Bảng chi phí theo token giúp dự đoán chi tiêu ở quy mô lớn
• +Hỗ trợ nhiều ảnh tham chiếu trong chế độ chỉnh sửa

Hạn chế

Điểm mạnh & ưu điểm

• +Unusually broad catalog — hundreds of thousands of models behind one consistent endpoint and API key
• +Aggressive published pricing, with claims of up to 10x lower cost per generation than market rates
• +Both managed inference and raw compute in one platform, so you can migrate from API calls to your own containers without changing vendors
• +Real infrastructure differentiation through self-designed modular data centers rather than reselling someone else's capacity
• +Strong compliance posture for an AI API vendor: SOC 2, ISO 27001, GDPR, EU/US residency, SSO/SAML and Zero Data Retention
• +Billing only for successful requests, plus $2 in free credits for business-email signups

Hạn chế

• –The breadth of the catalog and the mix of hosted, partner and community models can be overwhelming when choosing a model
• –Only a subset of models (currently around 300+) has published pricing on the rate sheet, so some community models require checking the playground for cost
• –LLM billing splits input, output and cache-read token dimensions, adding complexity to cost forecasting
• –Bare-metal and high-volume reserved capacity are sales-gated rather than self-serve
• –Published savings figures are Runware's own comparisons and should be validated against your particular workload