We sell LLM usage tokens, just like Claude, ChatGPT and Codex APIs: input tokens, output tokens, backed by KV-cache inference. Metered per token, billed simply, for banks, telcos, government and developers.
LLM usage tokens, just like Claude, ChatGPT and Codex APIs. Metered per token, billed simply.
Prompt processing at scale with prefix caching. Cached input billed at a fraction of fresh input.
Generated completions, priced 3-6x input, backed by KV-cache decode.
PagedAttention and prefix caching keep latency low and cost per token competitive.
Open models, no licensing walls. Serving engineered for throughput.
Continuous batching and speculative decoding across the GPU fleet.
KV cache is the binding constraint. We manage it like memory, not storage.
Llama, Mistral, Gemma and Urdu-English models, A/B and canary routing.
Data stays in Pakistan. PECA data residency is the sales point, not a checkbox.
PKR billing with a USD floor. Low latency for Karachi and Lahore.
Disciplined expansion, anchored on signed demand before capex.
32-GPU inference pod, vLLM serving, metered tokens.
Anchor reserved capacity with telco partners first.
Banks and government follow the reference case.
Enterprise contracts and developer access.
hello@jazzworld.pk