Tosh AI प्रज्ञा
PRAGYA - Sovereign General Intelligence Platform for India's highest-trust environments
“India's Sovereign General Intelligence. Built defence-first.”
THE PROBLEM
Every frontier AI assistant available today - ChatGPT, Claude, Gemini and others - shares three disqualifying properties for India's highest-trust buyers. First, foreign jurisdiction: prompts and outputs traverse and rest on infrastructure subject to foreign law, an unacceptable blocker for a defence formation, an intelligence agency, or a ministry handling citizen data. Second, no air-gap story: these are cloud services that simply do not function inside a classified network, a forward base, or a secure government facility. Third, no auditability or control: the buyer cannot inspect the weights, control data retention, certify the cipher, or guarantee that no telemetry leaves the building. The forces, the agencies, and the ministries want the capability of a frontier assistant with the control of an on-premises appliance. No one is giving them both. Tosh AI does.
THE SOLUTION
What Tosh AI Does
Tosh AI is the sovereign general-intelligence platform for India's highest-trust environments - reasoning, retrieval, and autonomous action that runs entirely inside your own infrastructure, air-gap-capable, fully auditable, with zero foreign dependency. It is delivered as a software-first agentic platform, not as a chatbot. The model is one component. The orchestration is the product.
The platform is built in three layers. PRAGYA, the model family, is built on the best available open-weight foundations with continued pretraining and fine-tuning on Indic and defence-domain data - sovereign, specialised, and deployable anywhere including air-gapped. A sovereign RAG grounding layer answers from the customer's own documents, within their own perimeter, with citations. And YANTRA, the multi-process agentic orchestration engine, plans, routes tools, coordinates specialist agents, and enforces human-in-the-loop approval with a full audit trail. Every prompt, tool call, retrieval, and output is logged, attributable, and reviewable - because the buyer requires it.
प्रज्ञा (Pragya) - transcendent wisdom, discernment, applied intelligence. PRAGYA is the model family that powers Tosh AI - the precise word for the kind of reasoning a sovereign intelligence system should aspire to. PRAGYA thinks. YANTRA acts. Together they form Tosh AI.
CAPABILITIES
Key Features
PRAGYA Model Family
Sovereign, fine-tuned open-weight foundations specialised on Indic and defence-domain data. Three tiers - Edge (quantised, runs on a single GPU, laptop or vehicle), Core (the on-prem workhorse), and Max (large-context reasoning for clusters). Upgrade the base freely as the open ecosystem improves.
Sovereign RAG Grounding
PRAGYA answers from your own documents - classified within your own perimeter - with citations. For defence and government, an ungrounded model is a liability; a grounded, auditable one is an asset. Access-controlled retrieval over your vector store, fully offline.
YANTRA Agentic Orchestration
The moat. A planner decomposes a goal into steps, a tool router connects PRAGYA to internal systems through allow-listed tools only, and specialist agents coordinate to complete complex, multi-step tasks reliably - reasoning, retrieving, and acting, not just answering.
Human-in-the-Loop & Full Audit
No consequential action executes without the configured approval - the model proposes, the authorised human disposes. Every plan, step, tool call, retrieval, and approval is logged and attributable. Auditability is a feature, not an afterthought.
Air-Gap Deployment
Full functionality with zero network egress. Model, retrieval, and orchestration all run locally inside your perimeter. Containerised for Docker and Kubernetes, deployable on a sealed appliance, an on-prem cluster, or sovereign cloud. No foreign services, no foreign CDN, no telemetry.
Indic + Defence-Domain Depth
Continued pretraining and supervised fine-tuning on Indic-language corpora, defence and government doctrine, technical manuals, and tool-use trajectories - so the system is fluent in the languages and the work that matter, not just English benchmarks.
Edge & Offline-First
Quantised PRAGYA Edge variants run on a single GPU and degrade gracefully to CPU, so the system functions at a forward base, in a vehicle, or on a disconnected workstation - a differentiator no cloud-first player can match.
Zero Foreign Dependency
No foreign analytics, no foreign-hosted models, no tracking SDKs - in any deployment. Data rests and is processed inside Indian jurisdiction or inside the customer perimeter. A scoped SAG and indigenous-cipher roadmap is built into the architecture.
DEPLOYMENT OPTIONS
Product Tiers
PRAGYA Edge
Small, quantised. Runs on a single GPU, a strong CPU, a laptop, or in a vehicle. Built for forward-deployed, air-gapped, fully offline operation where connectivity cannot be assumed.
PRAGYA Core
Mid-sized. Runs on an on-prem GPU box. The standard sovereign-deployment workhorse for reasoning, grounded retrieval, and everyday agentic workflows inside your perimeter.
PRAGYA Max
Large. Runs on an on-prem cluster or single-tenant sovereign cloud. For complex reasoning, large-context analysis, and multi-step YANTRA workflows at scale.
WHY NOT A FOREIGN ALTERNATIVE?
Why Tosh AI?
“Everyone else is building India's ChatGPT for consumers and cloud enterprises. Tosh AI is building India's sovereign brain for the environments those products can never legally or physically enter - defence, intelligence, government, and high-trust regulated industry. This is not a chatbot. This is defence-grade reasoning that runs inside your own walls.”
INTEGRATION
Works With
DESIGNED FOR
Who It Serves
Proudly Made in India
Engineered in India with world-class standards. Deployable anywhere in the world. Full source code available for sovereign audit. No vendor lock-in. No foreign dependencies.
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Learn MoreReady to See Tosh AI in Action?
Working prototype available within 30 days. Schedule a live demo with our team tailored to your operational requirements. Anywhere in the world.