AI Development & Integrations
Generative AI Solutions
Private GenAI, RAG, AI assistants, model integration, fine-tuning, and workflow automation.
Overview
Hexmon builds secure Generative AI systems, RAG platforms, knowledge assistants, and AI workflows that connect with your business systems, documents, and users.
Hero flow
Vector DB
LLM
Guardrails
API Layer
Assistant UI
Audit Logs
What we build
Generative AI Model Development
Custom model workflows, domain-specific AI behavior, validation, and deployment-ready AI capabilities.
GenAI Integration & Deployment
Integrate LLMs, APIs, RAG pipelines, and AI workflows into SaaS, CRM, CMS, ERP, or internal systems.
Generative AI Fine-Tuning
Tune models and workflows around proprietary data, tone, terminology, accuracy, and business context.
Private GPT-Like Systems
Controlled ChatGPT-like systems for teams that need data privacy, security, and custom behavior.
Custom Generative AI Solutions
Document automation, analytics, voice, vision, decision support, and workflow-driven GenAI systems.
GenAI Lifecycle Support
Monitoring, retraining, upgrades, cost optimization, security patches, and long-term AI ownership.
Capabilities
RAG pipelines
Private AI assistants
Document summarization
Knowledge search
Workflow automation
Model integration
Fine-tuning
Guardrails
Audit logs
Cost optimization
Built for
Internal AI assistants
Enterprise knowledge search
Document automation
Customer support automation
AI copilots
Private search
Compliance-sensitive AI
Workflow automation
Frequently asked questions
Can GenAI be deployed privately?
Yes. Hexmon can support cloud, private cloud, on-prem, hybrid, or air-gapped GenAI deployments depending on security requirements.
Do you use OpenAI or open-source models?
Hexmon can use hosted AI APIs, open-source models, fine-tuned models, or hybrid architecture based on data sensitivity, cost, performance, and compliance.
How do you reduce hallucinations?
We use retrieval-augmented generation, source grounding, evaluation, guardrails, prompt controls, and monitoring to improve reliability.
Can GenAI connect to CRM, ERP, or internal tools?
Yes. GenAI systems can connect to business systems through APIs, workflows, databases, and controlled access layers.
How do you control GenAI cost?
We optimize model choice, prompts, caching, retrieval, inference strategy, and monitoring to reduce unnecessary usage.
Private Gen Ai Architecture
Source Documents
Raw Enterprise Content Steps: PDFs Docs Manuals Internal knowledge
Ingestion / Parsing
Content Structuring Steps: OCR / extraction Chunking Metadata Cleaning
Embeddings
Semantic Encoding Steps: Vector generation Semantic mapping Representation Indexing prep
Vector Store
Knowledge Index Steps: Similarity search Knowledge base Private storage Indexing
Retrieval Layer
Relevant Context Steps: Query matching Relevant chunks Contextual fetch Source recall
Prompt Orchestration
Instruction Assembly Steps: Prompt templates Role instructions Tool calling Response shaping
LLM Engine
Generation Core Steps: Inference Reasoning Completion Answer generation
Guardrails
Safety & Policy Steps: Moderation Access policies Output filtering Compliance checks
User Application
End-user Access Steps: Chat interface Enterprise portal API delivery Business workflows