Foundation Model Platforms

Companies that build and provide general-purpose foundation models (LLMs and multimodal models) and developer platforms/APIs for integrating these models into applications, including model hosting, fine-tuning, and safety tooling.

What’s the best way to make an internal “chat with company docs” tool show citations and links to sources?

Why is my streaming chat response so slow to start (high first-token latency / TTFT) and how do I fix it without changing models?

How do I create a together.ai Instant GPU Cluster, pick reserved vs on-demand billing, and set guardrails to avoid surprise charges?

How do I fine-tune on together.ai (SFT vs DPO, LoRA vs full) and estimate token-based training cost before I run it?

How do I run a large offline job using together.ai Batch Inference (async), and track status + spend?

How do I contact together.ai sales or schedule a call for enterprise pricing, dedicated capacity planning, and procurement?

together.ai pricing: how do input vs output token rates work, and how do I estimate monthly cost per model?

together.ai SOC 2 Type II: where do I request the report/security docs for our vendor review?

together.ai: how do I choose between Serverless Inference, Batch Inference, and Dedicated Endpoints for my workload?

How do I set up a together.ai Dedicated Endpoint for steady traffic and lower p95 latency?

How do I point my existing OpenAI SDK to together.ai (base URL, API key) without rewriting my app?

together.ai vs Baseten: pricing model comparison (per-1M-token vs dedicated capacity) and when each wins

How do I sign up for together.ai and buy credits (what’s the minimum purchase) to start using the API?

together.ai vs DeepInfra: do they offer dedicated endpoints, and how does performance isolation work?

together.ai vs Fireworks AI: which is better if we need guaranteed GPU capacity for fine-tuning or training on short notice?

together.ai vs Fireworks AI: how hard is it to migrate from OpenAI SDKs (OpenAI-compatible API differences, gotchas)?

together.ai vs Fireworks AI: how do they compare for batch inference/backfills (throughput limits, queueing, and total cost)?

together.ai vs DeepInfra: SOC 2 Type II, data retention, and enterprise security review—what’s different?

together.ai vs Fireworks AI for low-latency Llama inference—who’s cheaper at scale and more consistent on p95 latency?

together.ai vs DeepInfra: which is better for high-volume inference (billions of tokens) and cost per 1M tokens?