What Can You Build?

Enterprise Applications

Simplex is ideally suited for building the "bread and butter" of business software - systems that every organization needs, enhanced with AI intelligence.

Content Management System (CMS)

Build a CMS where AI is deeply integrated, not just bolted on:

• AI-Powered Content Creation: Generate drafts, suggest improvements, and maintain brand voice
• Automatic Tagging & Categorization: SLMs classify content automatically
• Semantic Search: Find content by meaning, not just keywords
• Content Recommendations: Suggest related articles based on embeddings
• Automated Summarization: Generate abstracts and previews
• Multi-language Support: Translate and localize with specialized models

hive ContentHive {
    specialists: [
        ContentWriter,      // Generates and improves content
        TagClassifier,      // Auto-categorizes content
        Summarizer,         // Creates abstracts
        Translator,         // Multi-language support
        SEOOptimizer        // Improves search rankings
    ],
    router: SemanticRouter(...)
}

Customer Relationship Management (CRM)

A CRM that understands your customers and helps you serve them better:

• Intelligent Lead Scoring: Predict conversion likelihood from interaction patterns
• Sentiment Analysis: Understand customer mood from communications
• Response Suggestions: AI-generated reply drafts based on context
• Customer Insights: Extract key information from notes and emails
• Churn Prediction: Identify at-risk customers early
• Communication Summarization: Digest long email threads quickly

Document Management System (DMS)

Transform document management with AI-powered organization:

• Automatic Classification: Sort documents by type and content
• Entity Extraction: Pull out names, dates, amounts, and references
• Semantic Search: Find documents by concept, not just filename
• Summarization: Generate abstracts for quick review
• Compliance Checking: Flag documents for regulatory review
• OCR & Processing: Handle scanned documents and PDFs

Data Processing Pipelines

Simplex's actor model makes it perfect for building robust data pipelines:

• Fault Tolerance: Failed processing automatically restarts
• Checkpointing: Resume from where you left off after failures
• Parallel Processing: Distribute work across swarm nodes
• AI Enhancement: Enrich data with AI-extracted insights

supervisor DataPipeline {
    strategy: OneForAll,
    children: [
        child(DataIngester, replicas: 3),
        child(DataTransformer, replicas: 5),
        child(AIEnricher, replicas: 3),
        child(DataWriter, replicas: 2)
    ]
}

AI-Native Applications

Chatbots & Assistants

• Conversational interfaces with memory
• RAG (Retrieval-Augmented Generation) systems
• Customer support automation
• Internal knowledge assistants

AI Agents

• Autonomous agents with tool use
• Multi-step reasoning and planning
• Integration with external systems
• Supervised agent hierarchies

Analysis & Extraction

• Invoice and receipt processing
• Contract analysis and key term extraction
• Resume parsing and candidate matching
• News and social media monitoring

Data Integrations

Simplex connects to standard enterprise data sources:

Reference Architecture

A typical Simplex enterprise application architecture:

                    +----------------+
                    |   API Gateway  |
                    |   (REST/GraphQL)|
                    +--------+-------+
                             |
              +--------------+--------------+
              |                             |
    +---------v---------+      +-----------v---------+
    |  Request Handler  |      |    Event Handler    |
    |     (Actors)      |      |      (Actors)       |
    +--------+----------+      +-----------+---------+
             |                             |
             +-------------+---------------+
                           |
              +------------v------------+
              |    Cognitive Hive AI    |
              |  (Specialist Workers)   |
              +------------+------------+
                           |
         +-----------------+------------------+
         |                 |                  |
+--------v------+  +-------v-------+  +------v-------+
|   PostgreSQL  |  |  Vector Store |  | Object Store |
|   (Primary)   |  |  (Embeddings) |  | (Documents)  |
+---------------+  +---------------+  +--------------+

Why Simplex for Enterprise?

Next Steps