Platform Architecture

How Molivex Intelligence Works

A connected architecture combines automated information collection, application APIs, structured data, semantic retrieval and AI integrations to support business intelligence for the chemical industry.

ReactTypeScriptn8nFastAPIPostgreSQLpgvectorAI Integration

System Architecture

Five connected layers

Each layer has a defined responsibility, from collecting industry information to delivering intelligence through the application.

LAYER 01

Experience Layer

React · TypeScript

The web application provides the interface through which users access Molivex Intelligence and its connected capabilities.

  • Companies, News and Market Intelligence
  • Competitor Intelligence and Business Opportunities
  • Executive Intelligence
  • AI Assistant, semantic search and user settings
LAYER 02

Data Collection & Automation

n8n · External data sources

Automated workflows collect relevant public information and coordinate the steps needed to prepare it for the platform.

  • Industry news, Company websites and public data sources
  • Scheduled data collection and workflow orchestration
  • Normalization, deduplication and enrichment
LAYER 03

Application & Intelligence Layer

FastAPI · REST APIs

The backend connects the application to business services, validates requests, applies authentication and access checks, and coordinates intelligence features.

  • Company, news, market and competitor services
  • AI Assistant and semantic retrieval
  • Context and supporting source references
  • Executive Intelligence, usage and subscription services
LAYER 04

Knowledge & Data Layer

PostgreSQL · pgvector

The knowledge repository stores structured business records and supports semantic retrieval across information indexed for search.

  • Companies, news and intelligence records
  • Business opportunities, users and usage records
  • Vector embeddings for semantic similarity search
LAYER 05

External Integrations

AI model · Billing integration

External services extend the platform's capabilities beyond its own application and data layers.

  • Configured AI model integration
  • AI-assisted analysis and response generation
  • Razorpay payment and billing integration

Data Flow 01

How information enters the platform

The collection pipeline prepares external information for storage, retrieval and use by the application.

  1. STEP 01

    Discover and collect

    Configured sources provide industry news, company information and public industry signals.

  2. STEP 02

    Automate and process

    n8n coordinates collection workflows, while processing steps normalize, deduplicate and enrich the information.

  3. STEP 03

    Connect and store

    The application and backend services connect processed information to structured records in PostgreSQL and semantic-search capabilities supported by pgvector.

Data Flow 02

How a user gets an answer

When users explore intelligence or ask the AI Assistant a question, the application connects their request to relevant business records and search capabilities.

  1. 01

    User request

    A user explores a company, market, competitor or business opportunity through the Molivex Intelligence interface.

  2. 02

    API and access checks

    FastAPI endpoints validate requests, apply authentication and access controls, and connect the request to the relevant service.

  3. 03

    Retrieve relevant information

    Business services query relevant records. Semantic retrieval can find related information, and the AI Assistant can use retrieved context and source references.

  4. 04

    Return intelligence

    The interface presents the available analysis, relevant records and supporting context so users can investigate and prioritize next steps.

Technology Stack

What each technology does

The stack separates the user interface, automation, backend services, data storage and AI-assisted retrieval into connected responsibilities.

Experience

React + TypeScript

Builds the user interface and interactive intelligence modules.

Automation

n8n

Orchestrates scheduled collection and information-processing workflows.

Application APIs

FastAPI

Exposes backend endpoints and connects requests to business services.

Structured data

PostgreSQL

Stores the platform's business records and application data.

Semantic retrieval

pgvector

Supports vector similarity search over indexed information.

AI capabilities

AI model integration

Enables configured AI-powered responses using relevant information and context.

The purpose

Technology in service of better business decisions.

Molivex Intelligence connects fragmented industry information with structured records, search and AI-assisted analysis. The result is a more accessible view of market developments, competitor activity and potential business opportunities. Teams use this intelligence to investigate signals, evaluate options and decide what to do next.

Industry informationConnected knowledgeUsage and billing controls