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Azure AI Foundry vs SeaLink: Token Pricing, Speed & Intelligence

Full comparison of Azure AI Foundry and SeaLink — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Rates sourced from public APIs — verify before use.

Azure AI Foundry

Microsoft's unified AI platform — GPT-6, Claude 5, Llama 4, and 1,800+ models via Azure

Azure AI Foundry (formerly Azure OpenAI Service + Azure AI Studio) is Microsoft's unified platform for deploying and managing AI models at enterprise scale. It provides access to OpenAI's latest models (GPT-6, GPT-5.6 series), Anthropic Claude 5, Meta Llama 4, Mistral, Phi-4, and over 1,800 models from the Azure AI model catalog. Foundry adds enterprise features including private networking, Azure Active Directory integration, content filtering, and compliance certifications (SOC 2, ISO 27001, HIPAA).

Enterprise AICompliance-sensitive workloadsPrivate cloudMulti-model workflowsHIPAA/FedRAMP
Open-weight hostHosts open weights

SeaLink

Embeddings API gateway (Singapore) — Gemini Embedding models, USD pricing, no chat completions

SeaLink is a Singapore-based embeddings API gateway providing access to Gemini Embedding 001 and Gemini Embedding 2. Pricing is in USD per 1M input tokens with no output charge. SeaLink does not offer chat completions — it is an embeddings-only service. Billing is in USD.

EmbeddingsSemantic searchRAGVector databases
Open-weight host

Key metric comparison

Cheapest input ($/1M)

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Cheapest output ($/1M)

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Peak throughput

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Best latency (TTFT)

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Intelligence score

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Context window

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Live token pricing

Strengths and weaknesses

Azure AI Foundry

Access to OpenAI GPT-6 and GPT-5.6 series with Azure enterprise SLAs
Anthropic Claude 5, Meta Llama 4, Mistral, and 1,800+ models in one catalog
Private networking via Azure Virtual Network — data never leaves your VNet
Azure Active Directory / Entra ID integration for enterprise auth
HIPAA, SOC 2, ISO 27001, FedRAMP compliance certifications
More complex setup than direct OpenAI or Anthropic APIs
Pricing matches or slightly exceeds direct API pricing — no discount for going through Azure
Model availability lags direct providers by weeks on new releases

SeaLink

Gemini Embedding 001 and Gemini Embedding 2 at competitive USD rates
Singapore-based — low latency for Southeast Asia workloads
Simple USD billing with no output charge for embeddings
Embeddings only — no chat completions or other modalities
Small catalog limited to Gemini Embedding models
Newer provider with limited public track record

Key differentiators

Azure AI Foundry

A platform combining GPT-6, Claude 5, and Llama 4 under a single enterprise contract with private networking, Azure AD auth, and HIPAA/FedRAMP compliance — suited for regulated industries.

SeaLink

Embeddings-only API gateway in Singapore — Gemini Embedding 001 ($0.135/1M) and Gemini Embedding 2 ($0.18/1M) with USD billing and no output charge.

Frequently asked questions

Azure AI Foundry FAQs

What is Azure AI Foundry?

Azure AI Foundry is Microsoft's unified AI platform combining Azure OpenAI Service and Azure AI Studio. It provides enterprise access to GPT-6, Claude 5, Llama 4, and 1,800+ models with private networking, Azure AD integration, and compliance certifications.

Does Azure AI Foundry support GPT-6?

Yes. Azure AI Foundry provides access to OpenAI's latest models including GPT-6 Astra and the GPT-5.6 series (Sol, Terra, Luna) under Azure enterprise SLAs with private networking.

How does Azure AI Foundry pricing compare to OpenAI directly?

Azure AI Foundry pricing for OpenAI models matches the direct OpenAI API pricing. The value add is enterprise features: private VNet, Azure AD, compliance certs, and a single Azure invoice — not a price discount.

SeaLink FAQs

What is SeaLink?

SeaLink is a Singapore-based embeddings API gateway providing access to Gemini Embedding 001 and Gemini Embedding 2. It does not offer chat completions. See sealink.io/pricing for current rates.

Does SeaLink offer chat completions?

No. SeaLink is an embeddings-only service. It provides Gemini Embedding 001 and Gemini Embedding 2 for vector generation workloads such as semantic search and RAG pipelines. It does not offer chat, reasoning, or other completion modalities.

How much does SeaLink cost?

As of October 2026: Gemini Embedding 001 is USD 0.135 per 1M input tokens; Gemini Embedding 2 is USD 0.18 per 1M input tokens. There is no output charge for embeddings. See sealink.io/pricing for current rates.

Provider resources

Azure AI Foundry — Microsoft's unified AI platform — GPT-6, Claude 5, Llama 4, and 1,800+ models via Azure

Azure AI Foundry (formerly Azure OpenAI Service + Azure AI Studio) is Microsoft's unified platform for deploying and managing AI models at enterprise scale. It provides access to OpenAI's latest models (GPT-6, GPT-5.6 series), Anthropic Claude 5, Meta Llama 4, Mistral, Phi-4, and over 1,800 models from the Azure AI model catalog. Foundry adds enterprise features including private networking, Azure Active Directory integration, content filtering, and compliance certifications (SOC 2, ISO 27001, HIPAA).

A platform combining GPT-6, Claude 5, and Llama 4 under a single enterprise contract with private networking, Azure AD auth, and HIPAA/FedRAMP compliance — suited for regulated industries.

SeaLink — Embeddings API gateway (Singapore) — Gemini Embedding models, USD pricing, no chat completions

SeaLink is a Singapore-based embeddings API gateway providing access to Gemini Embedding 001 and Gemini Embedding 2. Pricing is in USD per 1M input tokens with no output charge. SeaLink does not offer chat completions — it is an embeddings-only service. Billing is in USD.

Embeddings-only API gateway in Singapore — Gemini Embedding 001 ($0.135/1M) and Gemini Embedding 2 ($0.18/1M) with USD billing and no output charge.

Key strengths compared

Azure AI Foundry

  • Access to OpenAI GPT-6 and GPT-5.6 series with Azure enterprise SLAs
  • Anthropic Claude 5, Meta Llama 4, Mistral, and 1,800+ models in one catalog
  • Private networking via Azure Virtual Network — data never leaves your VNet
  • More complex setup than direct OpenAI or Anthropic APIs
  • Pricing matches or slightly exceeds direct API pricing — no discount for going through Azure

SeaLink

  • Gemini Embedding 001 and Gemini Embedding 2 at competitive USD rates
  • Singapore-based — low latency for Southeast Asia workloads
  • Simple USD billing with no output charge for embeddings
  • Embeddings only — no chat completions or other modalities
  • Small catalog limited to Gemini Embedding models

Key weaknesses compared

Azure AI Foundry

  • More complex setup than direct OpenAI or Anthropic APIs
  • Pricing matches or slightly exceeds direct API pricing — no discount for going through Azure
  • Model availability lags direct providers by weeks on new releases

SeaLink

  • Embeddings only — no chat completions or other modalities
  • Small catalog limited to Gemini Embedding models
  • Newer provider with limited public track record

Provider category context

Azure AI Foundry is a cloud, founded in 2019. SeaLink is a inference api, founded in 2024. The category difference means these providers serve partially overlapping use cases — compare the model lists and pricing tables above to find the best fit for your specific workload.

How to choose between them

Choose Azure AI Foundry if you need access to openai gpt-6 and gpt-5.6 series with azure enterprise slas. Choose SeaLink if you need gemini embedding 001 and gemini embedding 2 at competitive usd rates. For high-volume production workloads, run a cost comparison using the token pricing table above with your actual prompt/completion token ratio — the cheapest provider depends heavily on your input-to-output token ratio.