MATII Data & AI Platform

Put your data to work.

MATII Data & AI enables organizations to connect their data, understand it, analyze it, build AI applications on top of it, and put those applications into production under enterprise security and governance.

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Illustration of an integrated data and AI platform

The complete product portfolio

Nine products. One connected platform.

Explore every layer: data integration and governance, analytics and machine learning, model serving and AI applications, all brought together in MATII Studio.

MATII / 01

Data Integration

MATII Connect

Connect data from databases, APIs, files, applications, and streaming systems.

Database connectorsLive pipelinesCDC

MATII Connect: Data Integration concept illustration

Explore all capabilities

PostgreSQL, MySQL, SQL Server, and other database connectors
REST APIs and webhooks
CSV, Excel, JSON, Parquet, and document ingestion
Batch and incremental synchronization
Change data capture (CDC)
Streaming ingestion
Scheduled pipelines and retry handling

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MATII / 02

Data Storage & Processing

MATII Lakehouse

Store and process large volumes of structured and unstructured data.

Open storageSQLIceberg

MATII Lakehouse: Data Storage & Processing concept illustration

Explore all capabilities

Data lake and lakehouse storage
Object storage integration
Open table formats such as Apache Iceberg
SQL query engines
Batch transformation and distributed processing
Data retention and lifecycle policies
Separate raw, cleaned, and curated data zones

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MATII / 03

Metadata & Governance

MATII Catalog

Help organizations discover, understand, trust, and govern their data.

DiscoveryLineageAccess policies

MATII Catalog: Metadata & Governance concept illustration

Explore all capabilities

Searchable data catalog
Business glossary and technical metadata
Dataset ownership and classification
Data lineage and dependency tracking
Data quality rules and profiling
Sensitive-data discovery
Access policies, retention, and audit trails

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MATII / 04

BI & Decision Intelligence

MATII Analytics

Turn governed data into useful business information.

DashboardsNatural-language SQLForecasting

MATII Analytics: BI & Decision Intelligence concept illustration

Explore all capabilities

SQL workspace and query editor
Interactive dashboards and reports
KPIs and scheduled reporting
Business metrics and semantic models
Natural-language-to-SQL assistance
Forecasting and anomaly detection
Report sharing with permission controls

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MATII / 05

Knowledge Graph & Search

MATII Knowledge

Organize relationships across enterprise data and documents.

Knowledge graphsHybrid searchRAG

Explore all capabilities

Entity and relationship modeling
Knowledge graph construction
Full-text and semantic search
Vector search and hybrid retrieval
Document chunking and metadata enrichment
Entity resolution and deduplication
Retrieval augmented generation (RAG)

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MATII / 06

Machine Learning Platform

MATII ML

Build, train, evaluate, and deploy predictive models.

ExperimentsModel registryDrift detection

MATII ML: Machine Learning Platform concept illustration

Explore all capabilities

Experiment tracking
Dataset and model versioning
Model registry
Training job orchestration
Feature engineering and reusable feature stores
Batch and real-time inference
Model evaluation, drift detection, and monitoring

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MATII / 07

Model Serving & AI Gateway

MATII Models

Make AI models accessible through consistent, secure APIs.

AI gatewayModel routingUsage metering

MATII Models: Model Serving & AI Gateway concept illustration

Explore all capabilities

Hosted open-weight model inference
External model-provider integrations
Unified model gateway
Embedding and reranking APIs
Model routing and fallback policies
Rate limits, quotas, and usage metering
Latency, token usage, and cost tracking

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MATII / 08

AI Applications & Automation

MATII Agents

Build AI assistants and agents that perform useful, permission-controlled work.

AI assistantsTool callingHuman approval

MATII Agents: AI Applications & Automation concept illustration

Explore all capabilities

Visual agent and workflow builder
Knowledge-base assistants
Tool and API integrations
Multi-step workflow execution
Human approval checkpoints
Conversation and execution tracing
Evaluation, versioning, and deployment

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MATII / 09

Unified Workspace

MATII Studio

Bring data engineers, analysts, data scientists, and AI developers together.

NotebooksCollaborationDeployments

MATII Studio: Unified Workspace concept illustration

Explore all capabilities

Projects and collaborative workspaces
Visual pipeline builder
SQL and notebook environments
Dataset exploration
Model and agent deployment
Shared permissions and secrets integration
Central monitoring and usage dashboards

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Explore the tools & technologies

Python
PyTorch
vLLM
Hugging Face
LangChain
Qdrant
Apache Spark
Delta Lake
Snowflake
Docker
FastAPI

How we work

A clear path forward.

01
Find the use case
Review your data and choose a problem where AI can make a useful difference.
02
Prove the approach
Test a focused prototype for accuracy, usefulness, and safety.
03
Build for production
Connect data pipelines, deploy models, and validate the complete workflow.
04
Evaluate & improve
Monitor output quality and refine the system as your data and needs evolve.

A little more clarity

Good questions.
Clear answers.

Talk to our team

Is our proprietary company data used to train public AI models?

Never. All AI pipelines, RAG systems, and fine-tuned models run inside your private, isolated virtual private cloud (VPC) with strict zero-retention API contracts.

Can your AI agents safely interact with our existing internal APIs?

Yes. Our autonomous agent frameworks execute tool calls inside sandboxed environments with strict schema validation, deterministic fallback logic, and human approval gates.

How do you evaluate and prevent hallucinations in production RAG systems?

We deploy multi-stage verification pipelines including citation attribution checks, ground-truth hallucination scoring, and cross-encoder re-ranking before delivering answers to users.

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01Enterprise software 02BPO solutions 04Managed cloud services

Put your data to work.