EdenLM product features

See how EdenLM enforces definitions, surfaces lineage, and turns questions into decision-ready narratives. Explore agents, chat, and deep research in one governed workspace.

Screenshot - AI experts collaborating

Works with your data and apps

EdenLM layers on top of your warehouses, databases, lakes, SaaS tools, and files with read-only credentials. No migrations, no re-plumbing.

Missing a connector? We build it for you. Custom integrations, private APIs, and on-prem systems are supported without breaking governance.

Examples
Snowflake
BigQuery
Databricks
Redshift
Salesforce
NetSuite
Stripe
Shopify

What you get on day one

  • AI agents that analyze and explain.

    Autonomous investigations across data sources with visible chain of work. Inline citations and confidence. Abstains when unsure.

  • Chat with data.

    Metric-aware prompting checks definitions first and queries the freshest tables across systems and files.

  • Deep research.

    Structured investigations that end in decision-ready narratives with drivers and assumptions alongside queries.

  • Governed metric catalog.

    Definitions, owners, and guardrails enforced before answers.

  • Charts and dashboards.

    Generate focused, metric-driven charts with an Explain view for what moved and why.

  • Sensitive data guardrails.

    Detects PII, PHI, PCI, and secrets. Masks or redacts with policy controls and audit trails.

  • Structure engine for unstructured data.

    Extracts data from emails, tickets, PDFs, and notes into analyzable tables.

  • Distribution.

    Delivers insights to Slack, Teams, and email with a clear next action.

Capabilities

AI agents that analyze and explain

Autonomous investigations across warehouses, SaaS, and files. Visible chain of work, inline citations, and confidence. Abstains when unsure. Auto-writes and heals SQL as schemas change with plain-language explanations.

Screenshot - Agent run with steps and citations

Chat with data

Ask questions in plain English. Metric-aware prompting consults your catalog first, then federates context across sources to query the freshest tables.

Screenshot - Chat thread with metric definition tooltip

Deep research

Structured investigations that conclude with a decision-ready narrative. Drivers, trends, and assumptions presented alongside underlying queries and data pulls.

Screenshot - Narrative with linked charts and SQL

Governed insight and metric catalog

Certified definitions, owners, lineage, and guardrails. EdenLM checks definitions before answering to prevent metric drift. Confidence badges flag review needs.

Screenshot - Metric catalog with lineage map

Meet your AI experts

Pick the investigator that matches the question. Each expert brings receipts, lineage, and clear next steps.

General

Business Generalist

Your versatile data partner with broad expertise across all business functions.

  • Quick Analysis

    Fast insights across domains

  • Cross-functional

    Bridges multiple departments

  • Strategic Overview

    High-level business metrics

Choose an expert on the right to preview their focus

Select AI Expert

Choose the specialized expert that best matches your analysis needs.

General

Versatile analysis across all business domains

Product & Growth

Product analytics, pricing, and growth optimization

Customer & Sales

Customer success and sales performance

Finance & Compliance

Financial metrics, auditing, and cash management

Operations & Governance

Metrics governance and operational excellence

Architecture and integrations

Connectors. EdenLM layers on top of your warehouses, lakes, SaaS tools, and files using read-only credentials. We cover Snowflake, BigQuery, Databricks, Redshift, Postgres, and more, and we ship bespoke connectors or private API integrations when something is missing.

Identity and access. SAML SSO, SCIM, SSO-mapped RBAC, row and column security passthrough.

LLMs / Models. GPT-5 is the default engine. We can route to Claude 4 series or Gemini 2.5 Pro, and support private models or Azure OpenAI ChatGPT deployments as bespoke options.

High-level architecture - data sources to governance to agents to distribution

Governance and security

AES-256 at rest, TLS in transit, audit logs, customer-managed keys, network isolation.

Runs in secure public cloud by default. Optional VPC deployment and bespoke routing by residency and model policy.

SOC 2 Type II on roadmap. ISO 27001 and HIPAA-ready isolation planned.

Pricing and packaging

Enterprise platform license plus user seats plus usage. Token and compute meters for agents and long-running research. Budgets and throttles by workspace. Caching and summary reuse to control cost. Plans for business unit, enterprise, and regulated tiers. Add-ons for advanced governance, private models, and premium connectors.

Deep dive

What teams explore during the demo

These are the three moments every EdenLM demo covers. Click through or let it autoplay to see how we tailor the conversation to your team.

Analyze your business needs

We start by mapping objectives, decision-makers, and data realities so the plan reflects your operating model.

  • Unpack current metrics, bottlenecks, and silos
  • Identify the teams and use cases that need answers first
  • Co-design a pilot plan with success criteria

Ready to see your data answer back

Book a Demo