Mirora AI

[ AI INFRASTRUCTURE & CONSULTING ]

AI infrastructure.
Built to your requirements.

From proof-of-concept to production. SaaS, API, or on-premise.

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CHARLOTTE, NC | ASSESSMENT · POC · PILOT · PRODUCTION
00 SERVICES

Production Services

Live microservices powering real applications

LIVE
01 DOCUMENT PROCESSING

Document Processing

PDF, DOCX, and image ingestion. Text extraction, semantic chunking, and metadata preservation. Queue-based async processing.

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LIVE
02 INFORMATION SERVICE

Information Extraction

Schema-driven extraction from documents. Gap analysis against target profiles. Dynamic question generation for missing information.

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LIVE
03 CORE AI SERVICE

LLM Gateway

Multi-provider routing (Ollama, OpenAI, Groq). Prompt registry with versioning. Guardrails engine. Token tracking and caching.

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Development Services

Services in active development

IN DEVELOPMENT
04 SYNTHETIC DATA

Synthetic Data Generation

Domain-specific corpus generation. Object, event, timeline, and arc engines. Multi-format output: PDF, DOCX, JSON, Markdown.

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IN DEVELOPMENT
05 EVALUATION

Evaluation Framework

Ground-truth dataset management. Automated evaluation runs. Precision, recall, and relevance metrics. Regression detection.

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IN DEVELOPMENT
06 VECTOR STORE

Vector Store Service

Unified interface to FAISS, Chroma, Weaviate, Qdrant. Collection management. Similarity search with metadata filtering.

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01 DOCUMENT PROCESSING SERVICE

Document Processing

// INGESTION | EXTRACTION | CHUNKING

Capabilities

  • File ingestion: PDF, DOCX, images with OCR support
  • Text extraction with layout and structure preservation
  • Semantic chunking by section, header, or token limit
  • Queue-based async processing with job status tracking
  • Metadata tagging: source, type, page, hierarchy

Technology

FastAPI · Redis queuing · PyMuPDF · python-docx · Sentence Transformers

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02 INFORMATION SERVICE

Information Extraction & Analysis

// EXTRACTION | GAP ANALYSIS | QUESTION GENERATION

Capabilities

  • Schema-driven information extraction from unstructured text
  • Gap analysis: compare extracted data against target profiles
  • Dynamic question generation for missing information
  • Configurable extraction schemas per domain
  • LLM-powered with prompt versioning

Technology

FastAPI · LiteLLM · Redis caching · Pydantic schemas

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03 CORE AI SERVICE

LLM Gateway & AI Infrastructure

// MULTI-PROVIDER | PROMPT REGISTRY | GUARDRAILS

Capabilities

  • Multi-provider LLM routing: Ollama, OpenAI, Groq, Anthropic
  • Prompt registry with versioning and A/B testing
  • Guardrails engine: input/output validation, PII detection
  • Token usage tracking and cost attribution
  • Response caching with Redis

Technology

FastAPI · LiteLLM · PostgreSQL · Redis · Prometheus metrics

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04 SYNTHETIC DATA SERVICE

Synthetic Data Generation

// CORPUS GENERATION | ZERO PII EXPOSURE

Capabilities

  • Object Engine: character and entity generation with domain patterns
  • Event Engine: temporal event sequencing with constraints
  • Timeline Engine: chronological consistency enforcement
  • Arc Engine: narrative generation with story structure
  • Document Generator: multi-format output (PDF, DOCX, JSON, Markdown)
  • Compliance Engine: regulatory validation, PII-free output

Technology

FastAPI · LLM Gateway integration · Domain pattern libraries

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05 EVALUATION FRAMEWORK

AI Evaluation & Testing

// GROUND-TRUTH | METRICS | REGRESSION DETECTION

Capabilities

  • Ground-truth dataset management and versioning
  • Automated evaluation runs against test sets
  • Precision, recall, and relevance metrics
  • Regression detection and alerting
  • Integration with LLM Gateway and Vector Store

Technology

FastAPI · PostgreSQL · Redis · Prometheus metrics export

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06 VECTOR STORE SERVICE

Vector Storage & Search

// EMBEDDINGS | SIMILARITY SEARCH | MULTI-BACKEND

Capabilities

  • Unified API across vector backends
  • Support for FAISS, Chroma, Weaviate, Qdrant
  • Collection management and namespacing
  • Similarity search with metadata filtering
  • Batch operations for bulk ingestion

Technology

FastAPI · ChromaDB · FAISS · Sentence Transformers

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07 CONTACT

Start a Conversation

// DIRECT LINE TO PRINCIPAL ENGINEER

Contact Information

Technical consultation from assessment to production. No sales team. Direct access to the principal engineer.

  • Email: michael@mirora.ai
  • Location: Charlotte, NC
  • Hours: Monday-Friday, 9am-5pm EST