Platform · our product

AgentData: shared definitions. Clearer answers.

Connect your databases and define what customers, orders and measures mean across them. AgentData provides a governed business model for consistent questions and natural-language access, alongside your existing reporting tools.

See AgentData in use.

AgentData entity workspace showing confirmed business entities and their source mappings
AgentData — review discovered business entities and their source mappings. Open screenshot at full size.
AgentData connector picker showing database and SAP options with availability labels
AgentData — browse source connectors. Availability is indicated in the app. Open screenshot at full size.
The problem

Your business questions cross systems. Your answers should too.

Customer, finance and operational questions often span several systems. Without shared definitions, teams can get different answers from the same records. AgentData brings those definitions into a governed business model.

A semantic layer is a shared model of business concepts and measures. It gives reports, applications and optional AI clients a consistent way to ask questions.

AgentData helps discover business entities and measures, with human review of the proposed model. The definitions still need to reflect your business rules and be maintained as sources change.

Privacy by design

Separate query planning from access to results.

→ SENT

Entity & measure names

The semantic model — table and metric names, never contents.

→ SENT

Your question

The plain-language question being asked, in any language.

RESULT ACCESS

Row data

Source data stays in your database; queries return authorised results. If you connect an external AI client, review which results that client can receive.

← BACK

Governed query

A reviewed, versioned query — executed against your own infrastructure.

Traceable queries: review the model and query behind an answer, and validate important results against the source. Runs where your data lives: self-hosted, on-premises or fully air-gapped, with local LLM backends (Ollama, vLLM) when data can't leave the building.
Capabilities

Governed data access for people and applications.

A.01

Agent-native

Built-in MCP server and REST API with per-user keys: list · describe · query_metric · query_nl. Claude, ChatGPT and your own agents connect directly.

A.02

Governed

Approve or reject discovered entities, version queries, full audit log — with query-approval workflows for sensitive answers.

A.03

Federated

One question across multiple sources — built-in federation, or scale out with Cube + Trino.

A.04

Conversational

Natural-language querying in any language, with conversation memory — for executives, not just analysts.

A.05

Standards-compliant

Emits Cube + dbt-semantic YAML — the model you curate is portable, not proprietary.

A.06

Auto-discovery

Connect → profile → classify → cluster into entities → emit YAML → human review. Discovery timing depends on your sources and schema.

PostgreSQLMySQLSQL ServerOracleSnowflakeRedshiftSynapseS3 / GlueAzure BlobSaaS APIs & files — read-only, encrypted credentials

Fit the access layer to the data you have.

Start by reviewing your source systems, business definitions and access requirements. We can demonstrate AgentData on an agreed sample schema and discuss where it complements your existing reporting stack.

Product discovery does not replace data ownership or validation. Your team reviews the business model; deployment and connected clients determine how query results are handled.

Where teams use it

From BI queue to conversation.

  • Ad-hoc executive questions — answered without a BI backlog
  • Governed data access for AI agents over MCP
  • Data-API services and report generation on live data
  • Lead enrichment and CRM integration across sources

AgentData also powers our consultancy work: it's the AI-ready access layer we deploy inside data engineering engagements when plain-language access is part of the outcome.

Contact

What are you working on?

Fragmented data, a process to automate or a system to build — tell me what needs to change.

Let’s talk

Book a free 30-minute chat with me. We’ll see whether I can help.

info@biskilled.com LinkedIn ↗ North London, UK · on-site & remote

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