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Moonshot AI vs SeaLink: Token Pricing, Speed & Intelligence

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

Moonshot AI

Kimi K3 — 1T MoE open-weight model, strong agentic and coding benchmark scores

Moonshot AI is a Chinese AI startup behind the Kimi model family. Kimi K3 is their latest 1-trillion-parameter MoE model, succeeding K2 with improved coding and agentic benchmark scores. Kimi K2.6 remains available as a stable production option. The Kimi API offers long-context processing up to 128K tokens with competitive pricing, and models are available via OpenRouter for global access.

CodingAgentsLong-contextReasoningMultilingual
Proprietary modelsHosts 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

Moonshot AI

Kimi K3: 1T MoE open-weight model with strong coding and agentic benchmark scores
Kimi K2.6 available as stable production option
Competitive on agentic and tool-use benchmarks
Long-context support up to 128K tokens
Open-weight release enables self-hosting
Available via OpenRouter for global access
API primarily targets Chinese market — international latency may vary
Smaller ecosystem than OpenAI or Anthropic
Fewer third-party integrations available

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

Moonshot AI

Kimi K3 is a 1-trillion-parameter open-weight MoE model with strong coding and agentic benchmark scores — available for self-hosting or via the Moonshot API and OpenRouter.

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

Moonshot AI FAQs

What is Kimi K3?

Kimi K3 is Moonshot AI's latest 1-trillion-parameter mixture-of-experts model, succeeding K2. It activates approximately 32B parameters per token and leads on coding and agentic benchmarks as of September 2026.

What is the difference between Kimi K3 and K2.6?

Kimi K3 is the latest generation with improved benchmark scores. Kimi K2.6 is a stable, battle-tested version suitable for production workloads that prioritise reliability over cutting-edge performance.

Is Kimi K3 open-weight?

Yes. Kimi K3 weights are publicly available on Hugging Face, making it one of the largest open-weight models available. Teams can self-host it on multi-GPU clusters or access it via the Moonshot API.

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

Moonshot AI — Kimi K3 — 1T MoE open-weight model, strong agentic and coding benchmark scores

Moonshot AI is a Chinese AI startup behind the Kimi model family. Kimi K3 is their latest 1-trillion-parameter MoE model, succeeding K2 with improved coding and agentic benchmark scores. Kimi K2.6 remains available as a stable production option. The Kimi API offers long-context processing up to 128K tokens with competitive pricing, and models are available via OpenRouter for global access.

Kimi K3 is a 1-trillion-parameter open-weight MoE model with strong coding and agentic benchmark scores — available for self-hosting or via the Moonshot API and OpenRouter.

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

Moonshot AI

  • Kimi K3: 1T MoE open-weight model with strong coding and agentic benchmark scores
  • Kimi K2.6 available as stable production option
  • Competitive on agentic and tool-use benchmarks
  • API primarily targets Chinese market — international latency may vary
  • Smaller ecosystem than OpenAI or Anthropic

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

Moonshot AI

  • API primarily targets Chinese market — international latency may vary
  • Smaller ecosystem than OpenAI or Anthropic
  • Fewer third-party integrations available

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

Moonshot AI is a frontier lab, founded in 2023. SeaLink is a inference api, founded in 2024. Moonshot AI as a frontier lab trains and serves its own proprietary models. SeaLink as an inference API provider hosts open-weight models — typically offering lower prices for equivalent capability tiers but without access to proprietary frontier models.

How to choose between them

Choose Moonshot AI if you need kimi k3: 1t moe open-weight model with strong coding and agentic benchmark scores. 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.