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AI CONTEXT DELIVERY

Deliver the business context AI needs to act

K2view data agents interpret intent, resolve entities, and orchestrate data products to deliver business-fresh context and execute authorized actions at conversational speed.
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AI Context Delivery solution by K2view

Decouple business AI from
enterprise data complexity

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Interpret

Use semantic models and metadata to interpret intent, resolve entities, and identify required data & actions.

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Orchestrate

Invoke the right data-product tools, SQL queries, APIs, and RAG pipelines in the required sequence.

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Deliver

Return fresh context in milliseconds, or execute authorized actions with transactional write-back.

Deliver the context. Execute the action.

Retrieve context for AI systems

Retrieve context

Assemble the structured and unstructured data required for the task through data-product tools, SQL queries, APIs, and RAG pipelines.

  • Business-fresh data

  • Entity- and task-scoped

  • Structured + unstructured

  • Delivered in milliseconds

Execute governed actions by AI systems

Execute actions

Invoke authorized operations through data products and write updates back to enterprise systems.

  • Governed actions

  • Transactional write-back

  • Executed within task scope

  • Return action results to business AI

Build reusable data agents with enterprise-grade control

Each data agent runs in the K2view agent harness, which manages the agent’s instructions, tools, lifecycle logic, and runtime controls.
AI Context Delivery solution architecture

Inside the K2view
agent harness

Configure how each data agent behaves, what it can access and invoke, how it executes, and the controls applied at runtime

Define the data agent’s purpose and behavior

Set the agent’s role, scope, data-handling rules, and reasoning behavior.

  • Set goals, scope, and domain knowledge

  • Define data-handling rules and response guidelines

  • Control reasoning and planning behavior

Define purpose and behavior of the AI data agent zoom image

Define the agent’s purpose, scope, and operating instructions in one place


Equip the data agent governed tools and interfaces

Define the governed data operations the agent can invoke.

  • Data-product tools and MCP interfaces

  • SQL queries against entity-level Micro-Databases

  • APIs, data processing tools, and RAG pipelines

Define the tools and interfaces available to the AI data agent zoom image
Define the governed tools and interfaces the agent can invoke: SQL, tools, APIs, MCP, RAG

Extend the data agent with skills, hooks, and subagents

Add reusable capabilities and deterministic lifecycle logic for more complex execution.

  • Apply predefined skills for specialized tasks

  • Trigger deterministic logic at defined lifecycle points

  • Delegate work to specialist subagents

Define the Agent skills, hooks, and subagents that the AI data agent can invoke zoom image
Add reusable skills, lifecycle hooks, and specialist subagents to extend the agent for complex execution

Control the data agent’s runtime behavior

Tune how the agent executes, uses resources, and manages context at runtime.

  • Select model and reasoning settings

  • Set execution limits, retries, and memory 

  • Compact context to control token usage

Control the runtime behavior of the AI data agents zoom image
Configure model, execution, memory, and context settings to control how the agent operates at runtime

Turn a use-case description into a production-ready data agent in minutes

From a natural-language use-case description, K2view creates the data product and data agent, generates evaluation cases, and deploys the solution.
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Experience governed context delivery live

Ask questions against multi-source enterprise data, get grounded answers in real time, and inspect the trace behind every interaction.
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Explore related AI context solutions

Extend AI context delivery with an AI-ready data foundation and dynamic runtime governance, all part of the K2view AI Context Platform

AI-Ready Data Products

Turn fragmented enterprise data into reusable, entity-centric data products that provide the governed, business-fresh foundation AI needs.

  • Unify structured and unstructured data by business entity
  • Keep context synchronized with source systems
  • Expose governed data and actions via tools and interfaces
  • Support both retrieval and authorized write-back

AI Runtime Governance

Dynamically determine and enforce the data and actions permitted for each interaction based on the user or agent, task, policy, and business context.
  • Scope data access to the specific entity and task
  • Apply masking, privacy, and consent controls in flight
  • Control which tools and actions can be invoked
  • Govern authorized write-back to enterprise systems
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