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.

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

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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?