The ultimate AI Quantitative Engine that turns market noise into targeted, high-converting marketing campaigns instantly.
From Private Alpha to Public Beta. Built for the next generation of SaaS growth.
Modern growth teams rely on slow, manual analysis and gut feelings. Trends move in microsecond intervals across social platforms, and by the time you've drafted a campaign, the cultural zeitgeist has already moved on. You are leaving alpha on the table.
Avoir is an autonomous AI Quantitative Engine. We operate as the ultimate AI Native Agency + AI Hedge Fund combo. We sit at the intersection of quantitative finance and digital marketing, allowing us to ingest real-time social sentiment, generate precision-targeted algorithmic campaigns to drive explosive engagement, and deploy capital based on proprietary predictive models.
🔥 "Signal Detected: Viral anomaly in creator economy. Executing high-conviction Omni-Deck campaign. Projected ROI: 420%." — Generated by Avoir
| Feature | Description |
|---|---|
| Diamond Cascade Engine | Proprietary 6-tier AI architecture orchestrating multiple quant models in sequence — each one refining the strategy. No single AI can match this. |
| Alpha Signal Generation | Extract predictive consumer sentiment and market trends before they hit mainstream media. |
| Dynamic Motion UI | [NEW] Immersive 3D interactive physics and TechGeometryCanvas backgrounds. Features Framer Motion spring physics, glassmorphism, floating micro-animations, and fluid interactive scaling. |
| God-Tier Dashboard UX | Real-time SSE Streaming, slide-out sidebars, and a ChatGPT-style floating chat interface for generating alpha signals. |
| Mobile-First Execution | 100% responsive fluid typography, native-feeling mobile drawers, and stacked UI cards for seamless execution on iPhones/Androids. |
| Automated CI/CD | [NEW] Production-ready Continuous Integration and Continuous Deployment (CI/CD) pipeline fully powered by AWS Amplify out of the box. |
| Algorithmic Execution | Deploy targeted, high-frequency marketing assets to manipulate engagement and drive asset value. |
| Omni-Deck Command Center | [NEW] Centralized Quant OS. Auto-slice 1 core signal into 4 platform-specific variations. |
| Zero-Click Publishing | [NEW] Autonomous webhooks that auto-publish and deduct atomic billing credits (DynamoDB) in real-time. |
| Trend Sniper | Auto-detect viral market anomalies across alternative data sources to execute high-conviction trades. |
| Authority Engine | Real-time competitive intelligence. Know exactly where capital is flowing across global sectors. |
| Brand & Capital Memory | [NEW] The AI learns market behavior. Every strategy gets more precise and profitable over time. |
Our proprietary 6-tier AI cascade guarantees 100% uptime with intelligent failover:
User Request
↓
┌────────────────────────────────────────────────┐
│ TIER 1 Gemini 3 Flash (Key 1) ~2B params │
└──────────────────────┬─────────────────────────┘
↓ failover
┌────────────────────────────────────────────────┐
│ TIER 2 Gemini 3 Flash (Key 2) Key rotation │
└──────────────────────┬─────────────────────────┘
↓ failover
┌────────────────────────────────────────────────┐
│ TIER 3 GPT-OSS 120B (Groq) 300+ tok/sec │
└──────────────────────┬─────────────────────────┘
↓ failover
┌────────────────────────────────────────────────┐
│ TIER 4 Arcee Trinity 400B Quant King │
└──────────────────────┬─────────────────────────┘
↓ failover
┌────────────────────────────────────────────────┐
│ TIER 5 Llama 3.3 70B The Shield │
└──────────────────────┬─────────────────────────┘
↓ failover
┌────────────────────────────────────────────────┐
│ TIER 6 Titanium Shield (Mock) 100% Uptime │
└────────────────────────────────────────────────┘
↓
Strategy Delivered (100% Guaranteed)
Key Design Decisions:
- Stateless Generation — No message history sent to LLMs. Fresh one-shot prompts prevent timeouts and payload bloat.
- Key Rotation — Tier 1 and Tier 2 use different API keys for the same model to bypass rate limits.
- Reinforced Prompts — All core parameters (signal, risk, asset, sizing, projection) are mandatory in both system prompt and user message.
| Technology | Purpose |
|---|---|
| Next.js 14 (App Router) | Framework — SSR, file-based routing, API routes |
| Framer Motion | Spring physics animations, scroll-triggered reveals, stagger effects |
| Tailwind CSS + Custom Design System | Glassmorphism, fluid typography, glow effects, magnetic buttons |
| Inter (Google Fonts) | Premium typography with fluid scaling |
| Technology | Purpose |
|---|---|
| AWS Lambda (Python 3.11) | 6-Tier Diamond Cascade orchestration. Zero third-party AI SDKs. |
| Amazon DynamoDB | Users, strategies, and audit logs. Single-table design with partition key isolation. |
| Upstash Redis | Serverless cache for rate limiting, quota enforcement, and signal caching. |
| Amazon Cognito | Authentication — JWT tokens, email verification, password policies. |
| Stripe | Subscription billing with webhooks for automated provisioning. |
| Amazon API Gateway | REST API with Cognito Authorizer for JWT validation. |
| AWS Amplify | Frontend hosting with automatic CI/CD and global CDN. |
| Amazon CloudWatch | Monitoring, cascade failover tracking, and audit trails. |
Algorithmic Delivery — High-frequency marketing campaign deployment |
Genome Mode — Live sentiment and conversion tracking |
Omni-Deck Command Center — Centralized cross-platform publishing |
Signal Hub — Core predictive sentiment feeds |
 Secure Access |
 Institutional Onboarding |
 Atomic Billing |
Hero Section — Magnetic UI with 3D orbs |
 Execution Flow — Animated algorithmic pipelines |
Features — Glassmorphism feature cards |
|
- Node.js 18+
- Python 3.11+
- AWS Account (Cognito, DynamoDB)
- Stripe Account
git clone https://github.com/RD-Goswami/Avoir.git
cd Avoir
# Frontend
cd avoir-ai
npm install
# Backend
cd ../backend
pip install -r requirements.txtCreate avoir-ai/.env.local:
# AWS
NEXT_PUBLIC_AWS_REGION=ap-south-1
NEXT_PUBLIC_USER_POOL_ID=your_pool_id
NEXT_PUBLIC_USER_POOL_CLIENT_ID=your_client_id
# DynamoDB
AWS_ACCESS_KEY_ID=your_access_key
AWS_SECRET_ACCESS_KEY=your_secret_key
DYNAMODB_USERS_TABLE=avoir-users-dev
DYNAMODB_CAMPAIGNS_TABLE=avoir-strategies-dev
# Redis
UPSTASH_REDIS_REST_URL=your_upstash_url
UPSTASH_REDIS_REST_TOKEN=your_upstash_token
# Stripe
NEXT_PUBLIC_STRIPE_PUBLISHABLE_KEY=pk_test_...
STRIPE_SECRET_KEY=sk_test_...
STRIPE_WEBHOOK_SECRET=whsec_...
# API
NEXT_PUBLIC_API_URL=https://your-lambda-urlcd avoir-ai
node scripts/create-tables.mjs# Terminal 1 — Backend
cd backend && python server.py
# Terminal 2 — Frontend
cd avoir-ai && npm run devOpen http://localhost:3000 → Register → Start generating campaigns.
- Sprint 1 — Persistent Data Layer (DynamoDB + Redis + Stripe)
- Sprint 2 — God-Tier UX (SSE Streaming + Framer Motion + Fluid Typography)
- Sprint 3 — Trend Sniper (Proactive viral trend detection via alternative data)
- Sprint 4 — AI Agent Integration (Infinite signal generation)
- Sprint 5 — Authority Engine (Live Market & Sentiment Radar)
- Sprint 6 — The Bank (Atomic Credit System & Metered Billing)
- Sprint 7 — Autonomous Webhooks (Zero-Click Auto-Execution)
- Sprint 8 — Omni-Deck Command Center & PWA (Mobile OS)
| Document | Purpose |
|---|---|
| requirements.md | 10 functional requirements with acceptance criteria |
| design.md | Complete system architecture and API specs |
| ARCHITECTURE.md | Full technical architecture documentation |
| COGNITO_AUTHENTICATION.md | JWT-based auth implementation |
Live Demo · Quick Start · Documentation
© 2026 Avoir.
Note: This project originated as an AWS Hackathon submission and has since successfully pivoted into an independent SaaS startup, currently in its Public Beta stage.