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Honeydew AI enables analysts and business users to ask questions of their data in natural language. Results are grounded in governed metrics and entities, which eliminates hallucinated definitions and inconsistent SQL.

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Deep Analysis

Deep Analysis is Honeydew’s multi-step AI analyst. Rather than answering a single question, it runs end-to-end analytical workflows: breaking a complex business question into steps, executing multiple queries across your data, and synthesizing the findings into a structured analysis. You can use Deep Analysis to:
  • Investigate a revenue drop across dimensions and time ranges
  • Build retention analyses from raw cohort data to actionable findings
  • Answer open-ended questions that require multiple data passes and comparisons
Deep Analysis runs within agents, which define which domain the AI can access and what context it loads per session.

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Context Layer

The semantic layer defines what your data means — metrics, entities, calculations. The Context Layer sits above it and encodes how your organization thinks and analyzes.
Context Layer Architecture
It provides AI with:
  • Analytical skills — step-by-step methodologies for funnel analysis, churn investigation, campaign evaluation, and more
  • Organizational knowledge — business definitions, conventions, and domain expertise that don’t belong in metric definitions
  • Historical memory — past events, decisions, and analytical traces that inform data interpretation and conclusions
Context is managed independently from the semantic layer and loaded per agent, so the same data model can power agents with different analytical capabilities. See Context Management.

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Agents

Agents are the entry point for Deep Analysis. Each agent defines which domain the AI can access and which context it loads. A domain can power multiple agents with different context sets — a finance-analyst and a growth-analyst can both access the same underlying data while loading different methodologies and organizational knowledge.

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LLM Providers

Honeydew AI works with a variety of LLM providers. See LLM Providers for supported options.