Prometh Vision AI

Enterprise AI platform

Every token, optimised for output and cost.

One platform from first prototype to billions of tokens a day. Run the leading open models, your fine-tuned variants, or compound AI systems — on infrastructure tuned token-by-token.

PAY-PER-TOKEN

Serverless Inference

Instant access to 100+ frontier open models through one OpenAI-compatible API. No GPUs to manage, scale to zero, pay only for tokens.

RESERVED

Dedicated Deployments

Reserved B300 / GB300 capacity with autoscaling, guaranteed throughput and per-workload latency targets. Predictable cost at scale.

CUSTOMISE

Fine-tuning & Distillation

SFT, LoRA and reinforcement fine-tuning on your data. Distill frontier quality into smaller models — then serve hundreds of adapters on one base.

CORE

Prometh Engine

Our proprietary serving stack: custom attention kernels, speculative decoding, FP8/FP4 quantization and disaggregated prefill/decode.

AGENTS

Compound AI & Agents

Function calling, structured JSON output, multimodal vision, embeddings and RAG primitives — orchestrated for low-latency agent workflows.

SECURE

Enterprise & BYOC

SOC 2, HIPAA-ready, zero data retention, private networking — or deploy the full stack inside your own AWS, GCP, Azure or on-prem cloud.

Drop-in API

Switch in one line.
Pay for a fraction.

Point your existing OpenAI SDK at Prometh and immediately run open models faster and cheaper. Our engine continuously tunes batching, caching and hardware placement for each workload.

Output tokens / sec — Prometh Engine~480 tok/s

Typical open-source serving stack~140 tok/s

Cost per 1M tokens vs. closed frontier APIsup to −85%

Illustrative figures for a 70B-class model on dedicated deployments; actual results vary by model and workload.

Model library

100+ models, production-ready on day zero.

Request a model

DeepSeek-V3.2 MoEDeepSeek-R1 reasoningQwen3-235B MoEQwen3-Coder codeLlama 4 Maverick visionKimi K2 agentsGLM-4.6gpt-oss-120bMistral LargeFLUX.1 imageWhisper v3 audioBGE-M3 embed+ your fine-tunes

Token Factory Investments

Participate in the AI inference token economy.

Inference demand is compounding as AI moves into every workflow. We convert locked-in global compute into structured, professionally managed products — so investors can access token-factory economics directly.

Lock compute

Secure multi-year GPU & power capacity at below-market cost across global regions.

Optimise output

Our algorithms maximise tokens per GPU-hour and keep utilisation near capacity.

Sell tokens

Output is sold to enterprises via contracts, dedicated deployments and API demand.

Distribute returns

Net factory economics flow to product holders with transparent on-demand reporting.

Inference demand vs. secured supply

Illustrative index of global token demand and Prometh contracted capacity

Global inference demandPrometh secured capacity

Compute Capacity Notes

LOWER RISK

Fixed-term notes backed by contracted GPU capacity and long-term enterprise offtake agreements.

Term: 12–36 mo
Payout: Quarterly
Backing: Contracted

Token Yield Fund

BALANCED

Diversified exposure to factory output across regions, models and hardware generations, actively rebalanced.

Term: Open-ended
Payout: Monthly
Exposure: Multi-region

Inference Revenue Share

GROWTH

Participate directly in token revenue from specific high-growth clusters and new-generation hardware.

Term: 24–60 mo
Payout: Variable
Upside: Usage-linked

Demand forecasting

Models trained on global token flow predict demand by model, region and hour to pre-position capacity.

Utilisation arbitrage

Follow-the-sun scheduling and spot/reserved blending keep every GPU producing revenue tokens.

Risk engine

Counterparty, hardware-depreciation and energy-price risks are modelled and hedged continuously.

Important: Token Factory Investment products are intended for professional and accredited investors only, subject to eligibility and jurisdiction. Nothing on this website is an offer or solicitation. Investments involve risk, including possible loss of principal; past or illustrative performance does not guarantee future results.

The Token Factory
for the AI economy.

Compute in. Intelligence out.

Best-in-kind tokens for enterprise AI

Own a share of the inference economy

Every token, optimised for output and cost.

Serverless Inference

Dedicated Deployments

Fine-tuning & Distillation

Prometh Engine

Compound AI & Agents

Enterprise & BYOC

Switch in one line.
Pay for a fraction.

100+ models, production-ready on day zero.

Compute secured on every continent.

Participate in the AI inference token economy.

Lock compute

Optimise output

Sell tokens

Distribute returns

Inference demand vs. secured supply

Compute Capacity Notes

Token Yield Fund

Inference Revenue Share

Demand forecasting

Utilisation arbitrage

Risk engine

Built by infrastructure engineers, quants and AI researchers.

Let's build your token factory.

Compute in. Intelligence out.

Best-in-kind tokens for enterprise AI

Own a share of the inference economy

Every token, optimised for output and cost.

Serverless Inference

Dedicated Deployments

Fine-tuning & Distillation

Prometh Engine

Compound AI & Agents

Enterprise & BYOC

Switch in one line.Pay for a fraction.

100+ models, production-ready on day zero.

Compute secured on every continent.

Participate in the AI inference token economy.

Lock compute

Optimise output

Sell tokens

Distribute returns

Inference demand vs. secured supply

Compute Capacity Notes

Token Yield Fund

Inference Revenue Share

Demand forecasting

Utilisation arbitrage

Risk engine

Built by infrastructure engineers, quants and AI researchers.

Let's build your token factory.

Switch in one line.
Pay for a fraction.