LLM Pricing Models: Flat Rate vs Token-Based
Oxlo.ai offers request-based pricing for AI inference, charging a flat fee per API call regardless of prompt length, contrasting with token-based models used by providers like Together AI and Firework…
Oxlo.ai offers request-based pricing for AI inference, charging a flat fee per API call regardless of prompt length, contrasting with token-based models used by providers like Together AI and Firework…
A developer compared LLM inference APIs on cost, performance, and integration, noting that most providers use token-based pricing which can cause unpredictable costs for long-context or agentic worklo…
A solo developer has built an AI coding stack for under $100/month by mixing subscription APIs, budget APIs, and self-hosted open-source models. The approach combines frontier models for complex reaso…
AI startup employees voluntarily work in the office, often on weekends, driven by equity stakes and tight-knit cultures, according to CEOs of Together AI, Glean, and Resolve AI. Stanford economist Nic…
AMP PBC, a public benefit corporation founded by Anjney Midha, is building a shared GPU network to pool idle chips from data centers and lower AI compute costs. The company has secured $1.3 billion in…
NVIDIA's Blackwell platform achieved up to 20x more agents per megawatt than the previous generation in the first AgentPerf benchmark, a new test from independent firm Artificial Analysis designed for…
AI token prices are poised to drop sharply as new models and infrastructure expand supply and lower inference costs, according to a Business Insider report citing an unnamed AI infrastructure CEO who …
Modal AI engineers Charles Frye and David Wang optimized FlashAttention-4 for large language model inference, focusing on decode-heavy workloads dominated by memory bandwidth-limited token generation.…
Together AI has earned ISO 27001:2022 certification from A-LIGN Compliance and Security, Inc., confirming its Information Security Management System meets the latest international standard for informa…
A new cryptocurrency project called Pearl is marketing itself as a "useful" proof-of-work AI mining network, but evidence suggests it is actually running standard PoW computations disguised as AI infe…
Rumble signed a $270 million multi-year cloud agreement with Together AI for dedicated GPU capacity powered by NVIDIA HGX Blackwell B300 systems, marking the video platform's largest customer commitme…
Together AI partnered with MiniMax to serve the new M3 model in production, achieving 81–125% throughput improvements through engineering optimizations including a KV-Block-Major sparse attention kern…
A new pricing comparison tool now tracks 385 AI models across nine providers, including Openrouter, Together AI, and Deepinfra, allowing users to identify the cheapest platform for each model. The com…
Together AI built the world’s fastest speech-to-text stack, enabling NVIDIA’s Parakeet-TDT 0.6B v3 model to transcribe roughly 20 hours of speech in under 10 seconds. The company achieved this by opti…
A developer launched an AI API pricing calculator that compares 28 models across 7 providers without requiring signup. The tool estimates monthly costs based on usage patterns, including batch process…
Together AI and Pearl Research Labs have partnered to launch a new AI inference endpoint for the Gemma-4-31B-it-pearl model, offering over 25% discounts by offsetting costs through cryptocurrency mini…
Together AI has released Violin, an open-source video translation tool that uses speech recognition, large language models, and speech synthesis to convert video content across languages. The tool, po…
Together AI launched Voice Finder, a search tool that indexes over 600 voices across multiple text-to-speech models to help developers quickly select the right voice for their applications. The tool a…
NVIDIA CEO Jensen Huang declared at GTC 2026 that agentic AI systems are shifting infrastructure priorities from training to inference, as inference now accounts for 80-90% of the total lifetime cost …
Together AI has partnered with Adaption to integrate Together Fine-Tuning into Adaption's Adaptive Data platform, enabling users to optimize training datasets and directly execute fine-tuning on leadi…