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Black Forest Labs vs Voyage AI: Token Pricing, Speed & Intelligence

Full comparison of Black Forest Labs and Voyage AI — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Updated July 2026.

Black Forest Labs

FLUX — the new standard for image generation quality

Black Forest Labs created FLUX, a family of image generation models that have rapidly become the quality benchmark for open and commercial image generation. FLUX 1.1 Pro Ultra produces photorealistic images at high resolution.

Image generationCommercial image productionCreative AISelf-hosted image generation
Proprietary modelsHosts open weights

Voyage AI

State-of-the-art embedding and reranking models

Voyage AI specialises in embedding and reranking models for retrieval-augmented generation (RAG) and semantic search. Voyage 3.5 and its variants consistently top the MTEB leaderboard for retrieval quality.

RAG pipelinesSemantic searchDocument retrievalReranking
Proprietary models

Key metrics

Cheapest input ($/1M)

Cheapest output ($/1M)

Peak throughput

Best latency (TTFT)

Intelligence score

Context window

Live token pricing

Strengths & weaknesses

Black Forest Labs

State-of-the-art image quality
Open-weight dev/schnell variants
Fast inference on schnell model
Newer company with smaller ecosystem
Pro models require API access

Voyage AI

Top MTEB leaderboard performance
Multimodal embedding support
Very competitive pricing
Embeddings and reranking only — no chat models
Smaller ecosystem than OpenAI

Key differentiators

Black Forest Labs

FLUX 1.1 Pro Ultra produces some of the highest-quality AI images available, consistently outperforming Stable Diffusion and competing with Midjourney on photorealism benchmarks.

Voyage AI

Voyage 3.5 Lite offers top-tier retrieval quality at just $0.02/1M tokens — the most cost-effective high-quality embedding available.

Frequently asked questions

Black Forest Labs FAQs

What is FLUX?

FLUX is a family of image generation models from Black Forest Labs. FLUX.1 Dev and Schnell are open-weight; FLUX 1.1 Pro and Pro Ultra are commercial API models offering the highest quality.

How does FLUX compare to Stable Diffusion?

FLUX consistently outperforms Stable Diffusion 3.5 on image quality benchmarks, particularly for photorealism and prompt adherence. FLUX Schnell is also significantly faster than SD 3.5.

Voyage AI FAQs

What is Voyage AI used for?

Voyage AI provides embedding and reranking models for RAG pipelines, semantic search, and document retrieval. It does not offer chat or text generation models.

How does Voyage AI compare to OpenAI embeddings?

Voyage 3.5 consistently outperforms OpenAI text-embedding-3-large on MTEB benchmarks while being significantly cheaper. It is the preferred choice for production RAG systems.

Provider resources

Black Forest LabsFLUX — the new standard for image generation quality

Black Forest Labs created FLUX, a family of image generation models that have rapidly become the quality benchmark for open and commercial image generation. FLUX 1.1 Pro Ultra produces photorealistic images at high resolution.

FLUX 1.1 Pro Ultra produces some of the highest-quality AI images available, consistently outperforming Stable Diffusion and competing with Midjourney on photorealism benchmarks.

Voyage AIState-of-the-art embedding and reranking models

Voyage AI specialises in embedding and reranking models for retrieval-augmented generation (RAG) and semantic search. Voyage 3.5 and its variants consistently top the MTEB leaderboard for retrieval quality.

Voyage 3.5 Lite offers top-tier retrieval quality at just $0.02/1M tokens — the most cost-effective high-quality embedding available.

Key strengths compared

Black Forest Labs

  • State-of-the-art image quality
  • Open-weight dev/schnell variants
  • Fast inference on schnell model

Voyage AI

  • Top MTEB leaderboard performance
  • Multimodal embedding support
  • Very competitive pricing

Provider category context

Black Forest Labs is a frontier lab, founded in 2024. Voyage AI is a inference api, founded in 2023. Black Forest Labs as a frontier lab trains and serves its own proprietary models. Voyage AI 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 Black Forest Labs if you need state-of-the-art image quality. Choose Voyage AI if you need top mteb leaderboard performance. 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.