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Conversational AI Assistants for Business Growth

SaaS – AI-Powered Business Assistance

Multi-agent business assistants, actionable recommendations, real-time context-aware guidance for founders and entrepreneurs.

95%
Personalization Accuracy
-60%
Decision Time Reduction
+80%
Task Automation
100%
Deliverable Automation

Business Impact

AI-powered business assistance and decision acceleration

Project Details

Client

SketchNGo

Sector

SaaS – AI-Powered Business Assistance

Year

2023–2024

Key Technologies
ReactJSSymfonyRAGLangchainChatGPT API

Mission

Lead AI Product Engineer – Recommendation Systems & Agent

AI-Powered Business Assistant

Long-term mission / Paris, France

Development of an intelligent recommendation system: personalized assistance for business leaders. Design and orchestration of AI-guided user journeys with dynamic prompt generation, concatenation and contextualization via RAG, with semantic encoding by variational autoencoder (VAE).

Contexte & Environnement

Sketchngo, an AI-powered business assistant SaaS application, faced the challenge of creating personalized entrepreneurial assistance to accelerate decision-making and automate critical tasks. The complexity of multi-agent interactions, combined with the need for real-time user guidance and automated deliverable generation, required advanced AI systems.

Team

Multidisciplinary team (Product, Design, AI, Development)

Environment

ReactJS frontend, Symfony backend, PostgreSQL, WebSockets

Objectifs Cles

1Intelligent recommendation system with personalized assistance via RAG and VAE semantic encoding
2Multi-agent system with specialized knowledge bases (business plan, SWOT, RACI, PESTEL)
3Real-time user experience with dynamic prompt generation and WebSocket integration
4-60% decision time reduction and +80% task automation
5100% automated deliverable generation, enrichment and storage

Technologies & Infrastructure

ReactJSSymfonyRAGLangchainChatGPT APIVAEPostgreSQLWebSockets

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