Nexora
πΌοΈ Product Preview

π¨ The Problem: The GPU Paradox
The compute market is fundamentally broken for two key groups:
π’ Institutions (Hardware Owners)
- Large-scale GPU owners (data centers, universities) lose ~$2.2M/year per 100 idle GPUs.
- Hardware often sits unused due to:
- Lack of compliance controls
- No KYC integration
- No geo-fencing capabilities
- Result: They cannot safely participate in decentralized compute networks (DePIN).
π Startups & AI Developers
- Teams overspend ~$1.2M/year per 100 GPUs using centralized cloud providers.
- Cheaper decentralized alternatives existβbut:
- Fragmented across multiple networks
- Require complex CLI usage
- Demand multiple tokens
- Have inconsistent configurations
π Outcome: Higher costs, operational complexity, and friction.
π‘ The Solution: Nexora
Nexora is a Two-Sided Institutional Compute Marketplace that connects idle enterprise hardware with decentralized compute demand.
π§ What People Use Nexora For
β‘ Frictionless AI Deployment
- Describe tasks in plain English: > "I need to train a PyTorch model"
- Nexora automatically determines:
- Docker images
- VRAM requirements
- CPU specs
π° Cost Optimization
- Functions like the "Expedia for GPUs"
- Aggregates pricing across 8+ networks:
- Akash
- Render
- io.net
- (and more)
- Finds the cheapest, compliant provider in real-time
π₯οΈ Monetizing Idle Hardware
- Institutions can list unused ("dark") compute
- Operator dashboard enables:
- One-click machine toggling
- Real-time earnings tracking
π How Nexora Makes Compute Easier & Safer
ποΈ Enterprise-Grade Controls
- Enforce:
- KYC requirements
- Geo-fencing (e.g., EU-only deployments)
- Workload blocking
- Ensures regulatory compliance
π³ Unified On-Chain Settlement
- No need for multiple tokens
- Uses:
- USDC escrow
- ADI Chain
- Provides:
- Transparent settlement
- Verifiable audit trails
ποΈ Visual Automation
- Drag-and-drop Workflow Builder
- Create Compute Pipelines with:
- Budget guards (prevent overspending)
- Compliance gates
- Deploy across multiple networks seamlessly
π Complete Traceability
- Full Audit Log of:
- Deployments
- Configuration changes
- Payments
- Makes decentralized compute audit-ready
β οΈ Challenges We Faced
π§ Building the AI Agent
- Major complexity in:
- Tool orchestration
- Provider scanning
- Parsing user intent into infrastructure specs
- Generating valid SDL files
π Tooling Exploration
We evaluated:
- Anthropic AI SDK
- Google Agent Development Kit
π Final choice: Vercel AI SDK
π€ Use of AI Tools & Agents
π§© The Orchestration & Settlement Agent
Nexoraβs AI acts as:
- A technical translator
- An automated escrow manager
π§ The Deployment Agent (Intelligence Layer)
1. Contextual Spec Inference
- Converts user intent into:
- Docker configs
- Hardware requirements
2. Dynamic Constraint Mapping
- Adjusts deployments via natural language: > "Lower storage, I don't need that much"
3. Cross-Network Price Aggregation
- Fetches real-time pricing across providers
βοΈ Automated SDL Generation
- Converts final specs into valid:
- Service Definition Language (SDL)
πΈ AI-Managed Escrow & Settlement
π The AI Wallet
- Simplifies payments by removing multi-chain complexity
π Smart Contract Escrow
- Funds held on ADI Chain
- Indexed by unique JobID
π§Ύ Immutable Compliance
- Links payment, JobID, and transaction history on-chain
π§βπ» Agentic Coding
- AI coding agents used for:
- Boilerplate reduction
- Faster development cycles
π Summary
Nexora transforms fragmented compute markets into a unified, compliant, and intelligent ecosystem by:
- Bridging institutions and decentralized networks
- Automating deployment through AI
- Optimizing cost and compliance
- Enabling trust through transparency
Nexora = Intelligent Compute, Simplified.
Built With
- blockchain
- nextjs
- web3

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