General
What is Forii?
Forii is India’s Sovereign Inference Platform. Run any frontier model — DeepSeek-V3, LLaMA-4-Scout, Gemma-3, Qwen3 — on Indian infrastructure with full data sovereignty, independent of US providers. 30% lower cost, INR pricing.How is Forii different from OpenAI?
Three things: (1) Frontier models at 30% lower cost — DeepSeek-V3, LLaMA-4, Gemma-3, Qwen3, (2) Data sovereignty — Indian jurisdiction, no US CLOUD Act, no data routed through American servers, (3) INR pricing. You switch by changingbase_url and api_key.
How is Forii different from Fireworks?
Fireworks is US-based with USD pricing. Forii offers the same frontier models on Indian infrastructure with data sovereignty — no US CLOUD Act exposure. INR pricing, Razorpay payments. STT/TTS for 22 Indic languages coming soon.Is my data processed in India?
Yes. All inference runs in Indian data centers (Delhi NCR). No data leaves India, no US jurisdiction applies.API & Compatibility
Do I need a Forii SDK?
No. Forii is OpenAI-compatible. Use the official OpenAI SDK and change two lines:base_url and api_key.
Which frameworks work with Forii?
LangChain, LlamaIndex, Vercel AI SDK, LiteLLM — any framework that supports OpenAI’s API format. See Overview → Framework compatibility.Does Forii support streaming?
Yes. Setstream=True in your request. Works identically to OpenAI’s SSE streaming.
Does Forii support structured outputs?
Yes. Useresponse_format with json_object or json_schema. See Chat Completions → Structured outputs.
Does Forii support function calling?
Yes. Use thetools parameter. See Chat Completions → Function calling.
Pricing & Plans
How does pricing work?
Forii is on the Free Plan today. No credits, no payment — just sign up and start building. Per-minute rate limits apply (60 RPM, 100K prompt TPM, 10K completion TPM). See Pricing for model rates and roadmap tiers.What payment methods do you accept?
None yet. Paid tiers and payments (UPI, cards, netbanking, wallets via Razorpay) are on the roadmap.Can I get GST invoices?
Not yet. GST-compliant invoices ship with paid tiers. Today there is nothing to invoice.What happens if I hit a limit?
Per-minute limits reset automatically at the start of the next minute (UTC). Wait for the reset, or spread your load more evenly. If you consistently need more, paid tiers are coming.Models
Which models are available?
See Models for the full catalog and pricing.Why are models quantized?
AWQ 4-bit quantization reduces memory usage by ~75% while keeping quality within 1–2% of FP16. This enables multi-model packing on a single GPU, which is how Forii achieves 30% lower COGS.Are quantized models less capable?
No. Every model passes evaluation benchmarks (MMLU, HumanEval, GSM8K, HellaSwag) before deployment. If quality regresses beyond the threshold, the model is rejected.What about Hindi quality?
Every model is also evaluated on MMMU-Hindi. If quantization degrades Hindi quality beyond 5%, the variant is rejected. See Models → Quantization.Rate Limits
What are the rate limits?
The Free Plan gives you 60 RPM, 100K prompt TPM, and 10K completion TPM. See Authentication → Rate limits.What happens when I hit a rate limit?
You receive a429 Too Many Requests response with a Retry-After header. The OpenAI SDK retries automatically. Per-minute counters reset at the start of the next minute (UTC).