Edge AI vs cloud token TCO calculator
Model your organization's annual cost trajectory: compare metered cloud LLM API billing against private, air-gapped on-premise hardware deployments. Zero foreign currency outflow. 100% data sovereignty.
Edge AI vs. Cloud Token TCO Engine
Quantify your annual enterprise savings by deploying air-gapped on-premise foundation models instead of paying foreign currency cloud LLM API invoices. Includes the 3.4× Indic Token Tax calculation for regional scripts.
Western tokenizers fragment Devanagari into raw bytes, billing 3.4× more tokens per word.
Equivalent to GPT-4o / Prajna-V2 / Bharat-Tiny-LLM deep reasoning.
- ✕ Foreign currency outflow (USD)
- ✕ Cross-border regulatory exposure
- ✕ Multi-tenant prompt caching
- ✓ 100% On-Premise Air-Gapped
- ✓Full India DPDP & UAE DIFC Compliance
- ✓ Zero per-token metered billing
Understanding enterprise token economics
What is the Indic Token Tax included in this calculator?+
Standard Western tokenizers (cl100k, LLaMA-3 BPE) lack native subwords for Devanagari, Tamil, Telugu, and other Indic scripts. They break single characters into multiple raw UTF-8 bytes, requiring 3 to 5 tokens per Hindi word compared to ~1.2 tokens per English word. Consequently, Indian enterprises pay 3.4× more in API fees for identical semantic content. Eulogik’s Brahmi Tokenizer eliminates this penalty.
How does on-premise Edge AI reduce infrastructure costs by 90%?+
Public cloud LLM providers charge variable metered rates on every single token processed. In contrast, on-premise models (TinyDoc-VLM, NanoForecast, pico-type, Bharat-Tiny-LLM) run on standard amortized hardware (Dell, HP, or Apple Silicon Mac Studio). Once hardware is deployed, marginal inference cost is limited to electricity (pennies per day).
What hardware is required for the on-premise deployment model?+
Unlike multi-billion parameter models that require $300,000 eight-GPU H100 clusters, Eulogik foundation models range from 200K to 1.7B parameters. They are optimized with ONNX Runtime, MLX, and WebGPU to execute entirely within standard 8GB to 64GB CPU or unified memory systems.
Does on-premise deployment eliminate DPDP Act compliance liabilities?+
Yes. Under India’s Digital Personal Data Protection (DPDP) Act 2023, transmitting unmasked customer data or KYC documents to foreign cloud servers creates major data fiduciary liabilities. With Eulogik Edge, zero packets ever leave your physical network perimeter.
Ready to eliminate recurring token bills?
Let our systems engineers benchmark your actual production prompt logs and design an on-premise hardware architecture.