Infercom vs Upstage: Token Pricing, Speed & Intelligence

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

Infercom

EU inference on SambaNova chips — Gemma 4, gpt-oss-120b, Whisper, embeddings

Infercom is an EU-based inference provider running on SambaNova RDU chips, offering Gemma 4 31B, gpt-oss-120b, Whisper Large v3, and E5-Mistral embeddings. Prices are in EUR per 1M tokens, excl. VAT, on a PAYG basis. Suited for European workloads requiring EU infrastructure without the overhead of a sovereign gateway.

EU inferenceEmbeddingsTranscriptionCost-sensitive workloads

Open-weight hostHosts open weights

Upstage

Solar Pro 4, Solar Pro 3, Solar Pro 2 — Korean frontier models with strong multilingual performance

Upstage is a Korean AI company offering the Solar model family via API. Solar Pro 4 is the current flagship, with Solar Pro 3 and Solar Pro 2 available at lower price points. The Solar models are known for strong multilingual performance, particularly in Korean and English, and competitive pricing relative to their capability tier. Pricing is published at upstage.ai/pricing.

ChatMultilingualKorean NLPCost-efficiencyEnterprise

Proprietary models

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

Infercom

EU-based infrastructure on SambaNova RDU chips

Competitive EUR pricing on Gemma 4 31B and gpt-oss-120b

Covers multiple modalities: chat, speech-to-text, embeddings

PAYG — no minimum spend

EUR pricing excluded from USD cross-provider comparisons

Small model catalog

Newer provider — limited ecosystem integrations

Upstage

Solar Pro 4: competitive frontier-tier pricing at $0.30/$1.20 per 1M tokens

Strong multilingual performance — Korean and English

Three-tier model family: Solar Pro 4, 3, and 2 for different cost/quality trade-offs

OpenAI-compatible API

Smaller global ecosystem than OpenAI or Anthropic

Limited model variety beyond the Solar family

Less documentation in English than major US providers

Key differentiators

Infercom

EU inference on SambaNova chips covering chat, speech-to-text, and embeddings at competitive EUR rates.

Upstage

Korean-built Solar models with strong multilingual performance and competitive frontier-tier pricing — Solar Pro 4 at $0.30/$1.20 per 1M tokens.

Frequently asked questions

Infercom FAQs

What is Infercom?

Infercom is an EU-based inference provider running on SambaNova RDU chips. It offers Gemma 4 31B, gpt-oss-120b, Whisper Large v3, and E5-Mistral embeddings at PAYG EUR rates. See infercom.ai/pricing for current rates.

Does Infercom offer embeddings?

Yes. Infercom offers E5-Mistral embeddings at EUR 0.13 per 1M input tokens.

Upstage FAQs

What is Upstage Solar?

Upstage Solar is a family of LLMs from Korean AI company Upstage. Solar Pro 4 is the current flagship, with Solar Pro 3 and Solar Pro 2 at lower price points. See upstage.ai/pricing for current rates.

How much does Upstage Solar cost?

As of October 2026: Solar Pro 4 $0.30/$1.20 per 1M tokens, Solar Pro 3 $0.15/$0.60, Solar Pro 2 $0.15/$0.60. See upstage.ai/pricing for current rates.

Is Upstage good for Korean language tasks?

Yes. The Solar model family is developed by a Korean AI company and shows strong performance on Korean-language benchmarks, making it a top choice for Korean NLP workloads.

Provider resources

Infercom

Provider page

Website

Pricing

Upstage

Provider page

Website

Pricing Docs

Infercom — EU inference on SambaNova chips — Gemma 4, gpt-oss-120b, Whisper, embeddings

EU inference on SambaNova chips covering chat, speech-to-text, and embeddings at competitive EUR rates.

Upstage — Solar Pro 4, Solar Pro 3, Solar Pro 2 — Korean frontier models with strong multilingual performance

Korean-built Solar models with strong multilingual performance and competitive frontier-tier pricing — Solar Pro 4 at $0.30/$1.20 per 1M tokens.

Key strengths compared

Infercom

EU-based infrastructure on SambaNova RDU chips
Competitive EUR pricing on Gemma 4 31B and gpt-oss-120b
Covers multiple modalities: chat, speech-to-text, embeddings

EUR pricing excluded from USD cross-provider comparisons
Small model catalog

Upstage

Solar Pro 4: competitive frontier-tier pricing at $0.30/$1.20 per 1M tokens
Strong multilingual performance — Korean and English
Three-tier model family: Solar Pro 4, 3, and 2 for different cost/quality trade-offs

Smaller global ecosystem than OpenAI or Anthropic
Limited model variety beyond the Solar family

Key weaknesses compared

Infercom

EUR pricing excluded from USD cross-provider comparisons
Small model catalog
Newer provider — limited ecosystem integrations

Upstage

Smaller global ecosystem than OpenAI or Anthropic
Limited model variety beyond the Solar family
Less documentation in English than major US providers

Provider category context

Infercom is a inference api, founded in 2024. Upstage is a frontier lab, founded in 2020. Infercom as an inference API provider hosts open-weight models — typically offering lower prices for equivalent capability tiers. Upstage as a frontier lab trains and serves proprietary models with capabilities not available elsewhere.

How to choose between them

Choose Infercom if you need EU inference. Choose Upstage if you need solar pro 4: competitive frontier-tier pricing at $0.30/$1.20 per 1m tokens. 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.