Enterprise AI Engineered for Deterministic Business Value
We build secure, domain-specific AI systems that connect directly to your proprietary company documentation, databases, and operational tools — engineered without speculative hype, hallucination risks, or privacy leaks.
Private Knowledge RAG Systems
Connect Large Language Models directly to internal SOPs, product documentation, HR policies, and technical manuals. Generates precise answers with exact source citations and zero retraining costs.
Document Intelligence & OCR
Automatically extract line items, totals, dates, and contractual clauses from unstructured PDFs, receipts, invoices, and physical scans into validated relational database tables.
24/7 AI Sales & Support Assistants
Deploy intelligent conversational assistants across your website and WhatsApp that qualify prospect intent, answer technical inquiries accurately, and smoothly route high-ticket leads to reps.
Internal Workforce Copilots
Empower your employees with an internal operational assistant that indexes Notion, Google Drive, Jira, and internal databases. Enforces role-based permissions so sensitive data stays isolated.
Natural Language SQL Analytics
Enable business executives and non-technical managers to query operational databases in natural English. Automatically translates questions into verified read-only SQL queries with visual summaries.
Self-Hosted VPC Deployments
For legal, healthcare, and enterprise clients bound by strict confidentiality: we deploy open-weight foundation models (Llama 3, Mistral) on your dedicated cloud hardware with zero external API calls.
The 4-Layer Hallucination Prevention Pipeline
How CodeX404 engineers AI systems that business operators can trust with mission-critical customer and financial workflows.
Semantic Grounding
Queries retrieve verified context chunks from high-dimension vector stores (Qdrant). If semantic similarity falls below threshold, the model gracefully admits missing context rather than fabricating.
Strict Schema Outputs
All LLM responses are enforced through rigid JSON schemas validated by runtime type parsers (Pydantic). Malformed responses trigger automated sub-second re-generation before reaching the user.
Source Citation Audit
Every extracted fact or policy statement includes clickable document citations with exact page numbers, guaranteeing human operators can audit the underlying reference instantaneously.
Human Approval Gates
High-impact business actions — issuing customer refunds, triggering external emails, or updating financial records — are paused at dedicated human verification gates awaiting manager sign-off.
Test Our AI RAG Knowledge Retrieval System
Ask questions against our pre-indexed product catalog and documentation in real time to see zero-hallucination semantic grounding in action.
Launch AI RAG Simulator ⚡