Zenlytic
Zenlytic is an AI data analyst whose agent Zoë builds and extends a governed semantic layer over a company's warehouse, answers with verifiable SQL in its own app, Slack, Teams, Claude or ChatGPT, and runs scheduled proactive agents.
Zenlytic sells an AI data analyst named Zoë for teams whose data sits in a warehouse such as Snowflake, BigQuery, Redshift or Databricks. Zoë answers plain language questions in Zenlytic's own app or inside Slack, Microsoft Teams, Claude and ChatGPT, and produces charts, artifacts and reports.
Answers rest on a governed semantic layer that Zoë builds from a company's existing LookML, DAX, dbt or Looker context and keeps extending as people ask. People promote the fields she creates to verified, and each answer shows the SQL behind it and marks which fields are human approved. Proactive Agents package a set of Zoë tasks that run on a schedule and deliver results by email or Slack, and as an MCP client Zoë can use tools from servers a customer registers, such as creating Jira issues.
Users choose between Anthropic and OpenAI models from a dropdown. Zenlytic states it is SOC 2 Type II certified and documents Okta and Microsoft Entra SSO, a ladder of roles, access grants, US and EU API hosts, a REST API and an MCP server. It prices per seat with query based usage and platform fees through a sales quote, with a free trial on the customer's own warehouse.
Vendor details
Canonical URL
https://zenlytic.com
Category
Data analyst agent
Company status
independent
Use cases & customers
In practice
A new customer points Zoë at a Snowflake warehouse, and through Self Learning she identifies the tables, builds a governed semantic layer, and returns trusted answers with citations in under an hour.
A marketing lead asks Zoë to build a board deck, and she returns it with a recommendation on which channels to scale and cut, each number traceable to its source.
A data team reviews Zoë's answers in a verification queue, promoting correct metric definitions to trusted so business users across Slack get consistent, governed results every time they ask.
Agentic Index coverage score
11.0 / 14 capabilities · 79%
| Integrations & Tool Calling | Full |
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Zoë queries Snowflake, BigQuery, Redshift, Databricks, Athena, Azure Synapse, Trino, Postgres, MySQL, SQL Server, MotherDuck and Druid, and as an MCP client uses the tools of remote servers admins register with their own auth headers, including any server the customer brings, with documented examples such as creating Jira issues and editing diagrams. Sourcedocs.zenlytic.com/mcp/clientread 2026-09-28 |
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| Workflow Orchestration | Full |
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Proactive Agents are built in a builder where the team defines Zoë tasks that run as conversations, tests a run and publishes it for others to reuse, and a delivery condition lets the agent review its outputs and decide whether to send them; branching inside a run is not described. Sourcedocs.zenlytic.com/proactive-agents/getting-startedread 2026-09-28 |
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| Knowledge Grounding & RAG | Full |
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Zoë answers from a governed semantic layer of views, fields and relationships that she builds from existing LookML, DAX, dbt or Looker context and keeps extending as people ask, with verified fields reusable across chats, artifacts and proactive agents and Skills holding wider context such as fiscal calendars. Sourcedocs.zenlytic.com/migrations/migrating-from-memories-and-topicsread 2026-09-28 |
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| Human Oversight & Guardrails | Partial |
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People promote the dynamic fields Zoë creates to verified fields in the governed model, answers mark which fields are human approved, agent level permissions and access grants limit what Zoë can reach, and a Develop without Deploy role cannot push semantic layer changes to production; no step where a person approves an answer, a delivery or a tool action before it takes effect is documented. Sourcedocs.zenlytic.com/administration/user_rolesread 2026-09-28 |
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| Security, Identity & Governance | Full |
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Zenlytic states it is SOC 2 Type II certified and HIPAA and GDPR compliant, and documents Okta and Microsoft Entra SSO with an SSO only login option, IP allowlisting, workspace groups and permissions, access grants and a role ladder from Organization Admin to Restricted. Sourcedocs.zenlytic.com/administration/user_rolesread 2026-09-28 |
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| Observability & Auditability | Full |
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Run History keeps each proactive agent run's full conversation for inspection and troubleshooting, admins review all chats and feedback in one place, and each answer decompiles the SQL Zoë ran and marks which fields are human approved; a separate audit log is not described. Sourcedocs.zenlytic.com/proactive-agents/run-historyread 2026-09-28 |
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| Memory & State Persistence | Partial |
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Memories are now a legacy feature replaced by Skills that people write in the Context Manager, which are instructions rather than memory, and conversations can be continued; no memory store the agent writes and reads across sessions with a stated scope and lifetime is documented today. Sourcedocs.zenlytic.com/migrations/migrating-from-memories-and-topicsread 2026-09-28 |
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| Deployment & Data Residency | Full |
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The API documents separate US and EU hosts (api-external.zenlytic.com and euapi-external.zenlytic.com), which reads as a choice of US or EU environment, and the homepage lists the lack of an in-VPC option as a gap in general assistants, implying Zenlytic offers one; hosting is on AWS per the subprocessor list, and how a customer selects a region or a VPC deployment is not described in the docs. Sourcedocs.zenlytic.com/developers/api-reference/servers-and-authenticationread 2026-09-28 |
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| Prebuilt Agents, Templates & Packs | Partial |
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Teams publish their own Proactive Agents and Skills for others in the organization to reuse, and the Artifact Gallery shows example artifacts Zoë built, but no packaged agents or templates a customer adopts are offered. Sourcezenlytic.com/artifact-galleryread 2026-09-28 |
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| Triggers & Channel Coverage | Full |
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Proactive Agents run on a schedule and deliver their results by email or Slack with no one asking, and Zoë also works inside Claude, ChatGPT, Microsoft Teams and Slack or Zenlytic's own app. Sourcedocs.zenlytic.com/proactive-agents/schedule-deliveryread 2026-09-28 |
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| Model Flexibility & Routing | Full |
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Users pick the model from a dropdown in the chat, among Anthropic's Claude Sonnet 5 (the default) and Claude Sonnet 4.6 and OpenAI's GPT-5.6 Luna and GPT 5.1; no bring your own key is described. Sourcedocs.zenlytic.com/using-zenlytic/ai-model-selection-guideread 2026-09-28 |
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| APIs, SDKs & MCP Extensibility | Full |
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A documented REST API (v2, US and EU hosts, personal access tokens as bearer tokens) lists, creates and archives workspaces and manages members, groups, invites and attribute definitions, and an MCP server at mcp.zenlytic.com with OAuth or a token exposes one read only ask_zoe tool that runs a Zoë conversation. Sourcedocs.zenlytic.com/developers/api-reference/servers-and-authenticationread 2026-09-28 |
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| Testing, Debugging & Optimization | Partial |
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A proactive agent can be test run before it is published, admins review chats and user feedback to judge response quality, and the homepage shows an admin view of questions answered on governed fields; no test set, scored cases or quality gate is documented. Sourcedocs.zenlytic.com/interactive-demos/workspace-administration-for-admins/review-chats-and-feedbackread 2026-09-28 |
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| Browser & Computer Use | Not documented |
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Zoë works through warehouse connections, the semantic layer and MCP tools; no browser, desktop or computer control is described. Sourcedocs.zenlytic.comread 2026-09-28 |
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The Agentic Index coverage score grades every vendor Full, Partial or Not documented against the same 14 buyer facing capabilities, from public evidence only. Each capability links to how all vendors in the index score on it. How this evidence is graded
Pricing
Contact sales for a quote; free trial
per seat plus query based usage and platform fees
What is public
The pricing basis (seats, queries, platform fees) and a free trial; no figures.
Sales call required
Yes, required for paid access
Free / trial
Free trial on your own warehouse
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Alternatives to Zenlytic
The closest documented capability profiles to Zenlytic among data analyst agents tracked by Agentic Index, ordered by similarity on the same 14 point evidence the rankings use. No vendor pays for placement.
- Wisdom AI11.5 / 14Fuller documented coverage on Testing, Debugging & OptimizationZenlytic vs Wisdom AI →
- ThoughtSpot12.0 / 14Fuller documented coverage on Human Oversight & Guardrails and Prebuilt Agents, Templates & Packs
- Datafold11.5 / 14Fuller documented coverage on Prebuilt Agents, Templates & Packs and Testing, Debugging & Optimization
- Definite10.5 / 14Fuller documented coverage on Memory & State Persistence
- Hex12.5 / 14Fuller documented coverage on Human Oversight & Guardrails and Prebuilt Agents, Templates & Packs
- Opensee10.0 / 14Fuller documented coverage on Human Oversight & Guardrails
Similarity is computed from each vendor's Agentic Index coverage score evidence, axis by axis, not from the totals. How this evidence is graded