The Intelligence Layer

DataPunkt aOS

An Agentic Ecosystem that transforms your data platform from a static repository into a living, thinking organism.

The Datapunkt Intelligence Layer

Our platform orchestrates a diverse variety of specialized AI agents, and the Datapunkt Intelligence Layer provides a unified control center to manage and master all of them seamlessly.

It's an Agentic Ecosystem that transforms your data platform from a static repository into a living, thinking organism. We deploy specialized AI agents that collaborate to engineer, govern, and serve your data products automatically.

Key Benefits

Autonomous Orchestration

Specialized agents collaborate as a high-performance team to solve complex workflows.

Reinforcement Learning

Agents continuously learn, auto-correcting and self-optimizing with every interaction.

Contextual Memory

Agents retain full context and history, ensuring continuity even after interruptions.

Serverless SaaS

Zero-maintenance infrastructure. We manage the stack — you consume the service.

Transformation Agent

DataPunkt Coding

Accelerate development by automating the generation of complex data transformation logic. Move from business requirements to executable target-optimized code in minutes.

Native dbt & BigQuery — intelligent SQL optimization and modular architectures.

PySpark & Dataflow — large-scale processing with optimized templates.

Get Started
USER_PROMPT > Generate PySpark pipeline for raw_customers to dim_customer mapping.
AGENT_REPLY > Synthesizing mapping contracts. Applying target architecture rules...
transform_customers.py
def build_dim_customer(spark, raw_db):
    df = spark.table(f"{raw_db}.raw_customers")
    df_clean = df.selectExpr(
        "CAST(cust_id AS INT) as customer_key",
        "UPPER(TRIM(concat(fname, ' ', lname))) as full_name"
    )
    return df_clean
DataPunkt aOS
Lineage Registry
Source Schemas
Target Models
Transformation Rules
Quality Contracts
Mapping Contract Agent

DataPunkt Mapping

Bridge business logic and physical execution. Synthesize declarative mapping contracts between source and target schemas while automatically embedding data quality gates.

Seamless Operationalization — clear audit trails for generation and approval.

Robust Transformations — standardize logic centrally, reducing technical debt.

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Data Modeling Agent

DataPunkt Modeling

Transform data engineering from a bottleneck to a business accelerator by generating rigorous, industry-compliant target data models instantly.

DataPunkt Modeling
Raw Vault
Curated Layer
Consumption
Data Model
Datapunkt Repository

Datapunkt Skills

Skills are modular, dynamic capability packages that provide your AI agents with specialized reasoning, specific domain knowledge, and execution workflows.

Dynamic Addition — provision agents with new scripts and schemas without redeploying.

Self-Describing Logic — behavioral rules so the orchestrator knows when to apply them.

Get Started

Skill Directory

PII Data Masking

governance

Injects heuristics to flag and automatically mask sensitive targets.

dbt Core Generator

transformation

Formats Transformation Agent code for native dbt Core syntax.

Zero-Touch Discovery

DataPunkt Metadata

Automate metadata harvesting across SQL, NoSQL, and Streaming sources to establish an immediate, definitive technical inventory.

Automate metadata harvesting across SQL, NoSQL, and streaming sources.

Lineage Agent visualizes end-to-end data flows from mapping contracts.

Get Started
> Initializing Source Catalog Agent...
> Connected to PostgreSQL: prod_users_db
> Scanning schema 'public'...
> Found table: 'users' (Columns: 12)
> Analyzing column semantics...
WARNING: PII detected in 'email' and 'phone' columns.
Applying masking tags to metadata registry.
> Registering to central catalog...
> Registration complete. Lineage linked to dim_users.
> Awaiting next instruction

Initialize your ecosystem today.

Datapunkt standardizes, automates, and accelerates your data operations from end to end via pre-configured Agent Packs.

Data Knowledge Pack

The foundation for intelligent data discovery.

Get Knowledge Pack
  • Technical Metadata
  • Context Business Metadata generation
  • Smart Discoverability
  • Ingestion modeling
  • Curated Modeling (BIAN, ISA-95)
  • Consumption Data Modeling
  • Mapping Contract
  • Transformation rules Operationalisation
  • Generate transformation code
  • Submit code for execution
  • Real-time engineer support
  • Full Data Lineage generation
  • Synthetic Data Generation

Development Pack

Automated construction and real-time execution.

Get Development Pack
  • Technical Metadata
  • Context Business Metadata generation
  • Smart Discoverability
  • Ingestion modeling
  • Curated Modeling (BIAN, ISA-95)
  • Consumption Data Modeling
  • Mapping Contract
  • Transformation rules Operationalisation
  • Generate transformation code
  • Submit code for execution
  • Real-time engineer support
  • Full Data Lineage generation
  • Synthetic Data Generation

Full Automation Pack

Total operational autonomy for the enterprise.

Get Full Automation Pack
  • Technical Metadata
  • Context Business Metadata generation
  • Smart Discoverability
  • Ingestion modeling
  • Curated Modeling (BIAN, ISA-95)
  • Consumption Data Modeling
  • Mapping Contract
  • Transformation rules Operationalisation
  • Generate transformation code
  • Submit code for execution
  • Real-time engineer support
  • Full Data Lineage generation
  • Synthetic Data Generation
  • Logic check code generation
  • Architect HLD & LLD

Our Agents

A new generation of AI agents, purpose-built for impact

Datapunkt Intelligence Layer