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NexusAI TerrainNexusAI

Turn existing data into business understanding.

Analyze data structures, samples and SQL to form business models with traceable evidence, then generate actions agents can use.

NexusAI TerrainProduct responsibilities
Business understanding & actionsProduct responsibilities

Business understanding & actions

01 / Product overview

The work this product is responsible for.

NexusAI Terrain helps data teams, business experts and Agent application builders understand business from enterprise data structures, samples and SQL. It turns data relationships into business objects, rules, processes and actions while retaining evidence and questions for review. Versioned business models and tool exports make this knowledge inspectable and portable.

Who it is for

  • Enterprise data and IT teams
  • Business domain experts
  • Agent application builders
Inputs & context

Data structures, samples and SQL

Outputs & deliverables

Business objects, rules and action definitions

Its role in the ecosystem

Turn business data into verifiable models and action definitions

NexusAI Terrain examines schemas, samples and SQL to build business objects, rules, processes and actions. It preserves evidence and open questions so experts can confirm meaning, maintain model versions and export business capabilities as portable definitions.

From business materials to capability exports

  1. 01

    Prepare data materials

    Define the business scope and gather schemas, samples and SQL as evidence for analysis.

  2. 02

    Analyze and confirm the model

    Review evidence for relationships, objects, processes and actions; experts confirm and merge model conclusions.

    NexusAI Terrain
  3. 03

    Try and export actions

    Write trials run on SQLite copies and roll back. Export tool, MCP or Skill definitions for recipients to integrate.

Core capabilities

Data scope and relationships

  • Organize the analysis scope and materials
  • Identify data relationships

Business objects and processes

  • Model business objects and rules
  • Map business relationships and processes

Model confirmation and action delivery

  • Confirm and maintain the business model
  • Generate and try Agent actions

Product relationships

Terrain supplies business semantics and action definitions, complementing Studio’s application creation. Recipients arrange Agent integration for the exported tool, MCP and Skill definitions.

Capability export

Export capability definitions for Agents

Terrain exports queries and business actions as tool definitions, MCP definitions or Skill packages, carrying business meaning, parameters and result descriptions. The receiving application arranges the Agent integration.

Capabilities & deliverables involvedQuery and action definitions, MCP and Skill packages
Complementary responsibilitiesNexusAI Studio

Separate business modeling from Agent creation

Terrain understands business data, confirms objects and rules, and defines actions. Studio defines Agent instructions, models, knowledge, tools and workflows. Their responsibilities complement one another.

Capabilities & deliverables involvedBusiness objects and action meaning; application creation capabilities

02 / Core capabilities

What you can do.

01

Organize the analysis scope and materials

Organize data structures, samples and SQL from selected systems. Define the data scope to understand and establish evidence for relationship analysis and business inference.

  • Data structures and samples
  • SQL import and analysis scope
02

Identify data relationships

Use structures, naming and samples to identify relationships between fields and tables. Inspect the reasoning, unexplained fields and unconfirmed relationships one by one.

  • Relationship inference and visualization
  • Unexplained and unconfirmed items
03

Model business objects and rules

Organize core objects and associated information from data relationships. Describe business fields and rules in an object model that business teams can confirm.

  • Core objects and associated information
  • Field meanings and business rules
04

Map business relationships and processes

Use object links, state changes, timing and business document flows to describe a process. Inspect how the data supports each relationship, state or process conclusion.

  • State changes and business document flows
  • Evidence for business relationships and processes
05

Confirm and maintain the business model

Review evidence and open questions with business experts, confirm their meaning, then compare analysis and model differences. Merge accepted conclusions into a model version.

  • Evidence and human confirmation
  • Merging differences and model versions
06

Generate and try Agent actions

Generate query, aggregation and business action definitions, and export tools, MCP and Skill packages. Call actions in managed conversations and trial writes on data copies.

  • Action definitions and tool exports
  • Managed calls and trials on data copies

03 / Use cases

Start with these tasks.

01

Understand business data across systems

Organize structures and exported data from several systems. Confirm relationships, business objects and document flows, and gather the questions business experts need to answer.

What you get

A business model with evidence and confirmation records, plus a list of questions still requiring judgment.

02

Prepare business query tools for Agents

Generate query and aggregation actions from confirmed objects, fields and relationships. Define parameters and outputs, then export the definitions for an Agent integration.

What you get

Queries that express business meaning, with tool, MCP or Skill export packages.

03

Review how a business action behaves

Inspect a candidate action's parameters, execution and results. With human approval, trial write actions on a data copy and roll them back to check business expectations.

What you get

An inspectable trial process, action results and human judgment.

04 / How it works

From inputs to results.

  1. 01

    Prepare the business data

    Choose an analysis scope, import structures, samples and SQL, and identify the business systems represented by those materials.

  2. 02

    Analyze and confirm business meaning

    Review data relationships, business objects, processes and actions. Answer questions against the evidence and merge accepted conclusions.

  3. 03

    Try and export capabilities

    Check query and action behavior, trial writes on a data copy, then export tools, MCP definitions or Skill packages.

05 / Scope & combinations

A clear scope for use.

Human confirmation remains part of business judgment

The model is formed from the supplied data and evidence. Business experts confirm object names, business meaning and conclusions requiring judgment.

Write trials have a defined scope

Write actions never change source data. Sources that support copies run them on a copy and roll back; for other sources, write actions are generated as definitions for export.

Serve Agents through capability exports

Terrain provides business semantics and action definitions. Tool, MCP and Skill exports supply materials for the receiving application to integrate with Agents.

CONTINUE EXPLORING

Place this capability in your own work.

Review the wider architecture, or bring this product into a conversation about your team and systems.

Current productNexusAI TerrainBusiness understanding & actions