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

Current microservices in the Mirora AI platform

LIVE
01 CORE AI SERVICE

Core AI Gateway

Unified LLM gateway, prompt registry, guardrails, and usage metrics for upstream platform services.

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LIVE
02 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
03 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
04 VECTOR STORE

Vector Store Service

ChromaDB-backed vector storage, collection management, and similarity search with metadata filters.

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Orchestration & Specialized Services

Cross-service orchestration, testing, and generation capabilities

LIVE
05 RAG SERVICE

Retrieval-Augmented Generation

Retrieval, context injection, generation, and source citations powered by Core AI and Vector Store.

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LIVE
06 KNOWLEDGE GENERATION

Knowledge Generation

Topic lifecycle management for reusable knowledge bases with freshness controls and semantic search.

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LIVE
07 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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LIVE
08 EVALUATION

Evaluation Framework

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

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LIVE
09 IMAGE GENERATION

Image Generation Service

Text-to-image generation service integrated into the microservices platform for asset and concept creation workflows.

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STANDALONE
10 EMBEDDING SERVICE

Embedding Service

Dedicated sentence-transformers and OpenAI-compatible embeddings service with batch support and optional Redis cache.

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01 CORE AI SERVICE

Core AI Gateway

// LLM GATEWAY | PROMPT REGISTRY | GUARDRAILS

Capabilities

  • Multi-provider LLM routing through a single gateway
  • Prompt template registry with versioned management
  • Guardrails for input/output safety and validation
  • Request metrics, latency, and token tracking
  • Foundation service used by upstream platform services

Technology

FastAPI · LiteLLM · PostgreSQL · Redis · Prometheus metrics

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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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05 RAG SERVICE

Retrieval-Augmented Generation

// RETRIEVE | AUGMENT | GENERATE | CITATIONS

Capabilities

  • Full RAG pipeline for retrieval, generation, and citations
  • Retrieve-only endpoint for custom downstream workflows
  • Collection-aware semantic search integrations
  • Configurable top-k retrieval and response controls
  • Redis-backed caching for repeated query paths

Technology

FastAPI · Core AI integration · Vector Store integration · Redis caching

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07 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 · Core AI integration · Domain pattern libraries

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08 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 Core AI and Vector Store services

Technology

FastAPI · PostgreSQL · Redis · Prometheus metrics export

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04 VECTOR STORE SERVICE

Vector Storage & Search

// CHROMADB | COLLECTIONS | SIMILARITY SEARCH

Capabilities

  • ChromaDB-backed vector persistence and retrieval
  • Collection management and namespacing
  • Similarity search with metadata filtering
  • Batch operations for bulk ingestion
  • Service-level APIs for platform-wide vector workflows

Technology

FastAPI · ChromaDB · Redis integration

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06 KNOWLEDGE GENERATION SERVICE

Knowledge Generation

// TOPIC LIFECYCLE | FRESHNESS | SEARCH

Capabilities

  • Topic knowledge base lifecycle from initialization to refresh
  • Status tracking across build, ready, stale, and failed states
  • Configurable TTL freshness and refresh controls
  • Profile-based operation by domain or use case
  • Semantic search over generated knowledge stores

Technology

FastAPI · PostgreSQL · Redis · Core AI + Information + Vector integrations

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09 IMAGE GENERATION SERVICE

Image Generation

// TEXT-TO-IMAGE | API-DRIVEN | PLATFORM INTEGRATION

Capabilities

  • Text-to-image generation through a dedicated API service
  • Prompt-based generation for product, marketing, and concept workflows
  • Fits directly into the Mirora microservices deployment model

Technology

FastAPI · Containerized microservice deployment

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10 EMBEDDING SERVICE

Embedding Service (Standalone)

// SENTENCE TRANSFORMERS | OPENAI-COMPATIBLE | BATCH EMBEDDINGS

Capabilities

  • Dedicated embedding API for local and hosted workloads
  • Sentence-transformers defaults for efficient vectorization
  • OpenAI-compatible embedding provider mode
  • Batch embedding endpoints with optional Redis cache
  • Standalone compose deployment for isolated development

Technology

FastAPI · sentence-transformers · OpenAI-compatible APIs · Redis (optional)

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11 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