Together AI adds a dedicated fine-tuning tier for specialized models.
Together added a specialized model fine-tuning tier for DeepSeek-R1, GLM-5, and other large-context models at $10–$100+ per 1M training tokens with $20–$60 per-job minimum charges. Reflected the higher infrastructure cost of training on the latest frontier architectures.
Together AI runs a multi-SKU pure-usage cloud: per-token serverless inference for popular open-weight models (Llama 3.3 70B at $1.04/$1.04, DeepSeek V4 Pro at $1.74/$3.48 with $0.20 cached input, Qwen3.5 9B at $0.17/$0.25, GLM-5.1 at $1.40/$4.40), image generation billed per image or per megapixel (FLUX.2 [dev] $0.0154 per image, FLUX.1 [schnell] $0.0027 per megapixel, SD XL $0.0019 per megapixel), and per-hour dedicated and cluster GPUs. The same serverless API meters speech per 1M characters (Cartesia Sonic-2 and Sonic-3 at $65.00, Orpheus TTS at $15, Kokoro-82M at $4.00 after a 60% cut on 21 July 2026 — a roughly 16x spread that makes model choice, not volume, the driver of a speech bill), transcription per audio minute — all four serverless speech-to-text models (Whisper Large v3, Parakeet TDT 0.6B v3, and both Nemotron 3 and 3.5 ASR Streaming variants) unified onto one flat $0.0015/min rate on 29 July 2026 — and video per video (Google Veo 3.0 at $1.60, Sora 2 at $0.80).