Avoir

Stop guessing. Start dominating.

The ultimate AI Quantitative Engine that turns market noise into targeted, high-converting marketing campaigns instantly.
An AI-Native Agency + AI Hedge Fund combo built for the next generation of SaaS growth.

 

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The Problem

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.

The Solution

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

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✨ Features

Feature	Description
Omni-Deck Command Center	A hedge-fund-style portfolio manager. Track live campaign momentum, predict ROI with the Capital Deployment Simulator, and monitor real-time social engagement streams.
Diamond Cascade Engine	Proprietary 6-tier AI architecture orchestrating multiple models in sequence (Gemini → Groq → OpenRouter → Fallbacks). Provides high availability and fallback coverage for campaign generation.
Daily Alpha Brief	Top-of-page intelligence card showing today's top trend anomaly with a pre-generated, ready-to-deploy campaign hook.
Signal Decay Monitor	Real-time SSE streams tracking per-campaign momentum. Get instant "DECAY WARNING" alerts when a campaign's engagement drops.
Genome Mode	Generates 3 strategically divergent campaign variants (Virality, Conversion, Authority) with predicted radar scores.
Intelligence Flywheel	The AI learns market behavior specific to your brand. Tracks successful formats and audience insights, compounding your edge over time.
Authority Defender	Social listening engine that handles webhooks, runs sentiment analysis, and auto-drafts brand replies via AI.
Capital Deployment Simulator	Run predictive ROI models before spending a dollar. Configures budget, simulates optimization stages, and returns expected CTR and CPC confidence.

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🔷 Diamond Cascade Architecture

Our proprietary 6-tier AI cascade provides high availability 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)   Local Fallback │
 └────────────────────────────────────────────────┘
     ↓
 Strategy Delivered (High Availability)

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🏗️ Tech Stack

Frontend (Next.js 14)

• Framework: App Router, SSR, TypeScript
• Styling: Tailwind CSS, Framer Motion, Glassmorphism
• Hosting: AWS Amplify
• Payments: Stripe Checkout & Customer Portal

Backend (Python / Lambda)

• Framework: FastAPI (local dev) / AWS Lambda (production)
• Primary Database: Amazon DynamoDB (7 specialized tables)
• Cache / Rate Limiting: Upstash Redis
• Auth: Amazon Cognito (via AWS Amplify)
• AI Providers: Google Gemini, Groq, OpenRouter, Pollinations.ai (Images)

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📸 Platform Interface

Algorithmic Delivery — High-frequency marketing campaign deployment	Genome Mode — Multi-variant generation with divergent strategies
Omni-Deck Command Center — Centralized portfolio manager & active positions table	Signal Hub — Core predictive sentiment feeds

Authentication & Billing

Secure Access

Institutional Onboarding

Atomic Billing

Core Architecture

Hero Section — Magnetic UI with 3D orbs	Execution Flow — Animated algorithmic pipelines
Features — Glassmorphism feature cards

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⚡ Quick Start

Prerequisites

• Node.js 18+
• Python 3.11+
• AWS Account (Cognito, DynamoDB)
• Stripe Account

1. Clone & Install

git clone https://github.com/SxBxcoder/Avoir.git
cd Avoir

# Frontend
cd avoir-ai
npm install

# Backend
cd ../backend
pip install -r requirements.txt

2. Configure Environment

Create avoir-ai/.env.local and populate it with your AWS, Upstash, and Stripe keys. See avoir-ai/.env.example for details.

3. Provision Database

cd avoir-ai
node scripts/create-tables.mjs

4. Run Development Servers

# Terminal 1 — Backend
cd backend && python server.py

# Terminal 2 — Frontend
cd avoir-ai && npm run dev

Open http://localhost:3000 to access the dashboard.

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📚 Documentation

Document	Purpose
requirements.md	Core SaaS functional requirements and features.
design.md	Complete system architecture, data models, and API boundaries.
COGNITO_AUTHENTICATION.md	JWT-based auth implementation details.

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Live Demo · Quick Start · Documentation

_{© 2026 Avoir.}