Verdonz

Verdonz is a governed AI workspace for investigating business questions across warehouse data, internal files and connected systems. It is best suited to organizations that need shared metric definitions, permission-aware access and a human checkpoint before agents take action. Choose it for traceable, controlled analysis; look elsewhere if you need your own data connected without paying for a Team subscription.

Overview

Verdonz combines natural-language metric queries with agents that investigate changes in performance. An agent can follow a variance to specific accounts or transactions, show supporting evidence and recommend a next step for approval. This investigation workflow is more practical for root-cause work than a chatbot that returns an unsupported summary.

Questions return the chosen metric, dimensions and the SQL used to produce the answer. Its semantic layer centralizes metric definitions, entity relationships, descriptions, synonyms and permissions, then reuses them across dashboards, reports and AI responses. That shared vocabulary is valuable when several teams otherwise calculate the same KPI differently.

Key features

Governed data and documents

Connections cover Snowflake, Google BigQuery, Databricks on Unity Catalog, Amazon Redshift, PostgreSQL, MySQL, Microsoft SQL Server, Presto and Amazon Athena. Queries run against those sources where the data resides by default. Verdonz does not perform ETL, ELT, change data capture, streaming replication or reverse ETL, so it avoids creating another pipeline copy but is not a replacement for data-integration tooling.

Workspace knowledge bases accept PDFs, Word files, Excel spreadsheets, CSV, text and Markdown. This lets an investigation combine operational records with policy, account or process documents rather than treating warehouse data as the only context.

Security and controlled action

Row-level security, column masks and object grants apply to governed queries. An audit log records sign-ins and administrative changes, while SAML, OIDC and LDAP support enterprise identity setups. Role-scoped API keys provide narrower machine access than a shared credential.

Agents request permission before acting, and changes wait for a person's approval. External MCP-compatible agents can query governed metrics, and the query API supports integration with other applications. These controls make Verdonz a stronger choice for permission-sensitive analysis than an autonomous agent with unrestricted write access.

Pricing

Free

The Free plan costs nothing and provides a guided workspace with included sample data. Access is by request, and it cannot connect your own business data. It is useful for evaluating the approach or preparing a workspace, but not for production analysis of company records.

Team

Team costs $199 a month as a flat rate; billing terms are confirmed at signup. It includes unlimited users, one connected warehouse or database, own business data, standard integrations, the query API and standard support. The single-source limit suits a team centered on one warehouse, but organizations spanning several databases, regions or entities will outgrow it.

Enterprise

Enterprise uses custom pricing quoted per deployment. It adds enterprise controls, support for multiple teams, regions or entities, and private or custom deployment where supported, with enterprise support. It is the appropriate tier for complex governance or deployment requirements rather than a predictable-budget purchase.

There is no free trial. The practical entry point for connected business data is therefore the paid Team plan.

Platforms

Verdonz is offered through the web, an API and self-hosted deployment. That combination supports browser-based analysis, application integration and organizations that need deployment control.

Who it's for

Verdonz fits analytics, finance, operations and revenue teams that investigate metric changes and need an evidence trail from question to SQL and source records. It also suits enterprises that require row- and column-level controls, centralized identity and approval gates for agent actions. It is a poor fit for a small user seeking a free connection to private data, or for teams that need multi-warehouse coverage on the Team plan.

Pros and cons

Pros

• Evidence-oriented investigations: agents trace changes to accounts or transactions and propose a reviewable next step.
• Transparent analytics: answers expose metric, dimensions and SQL instead of hiding the query path.
• Consistent governance: one semantic layer carries definitions and permissions across dashboards, reports and AI answers.
• Broad source coverage: major cloud warehouses, databases and query engines are supported without moving data by default.
• Strong controls: security policies, audit logging, enterprise identity and approval gates limit risky access or actions.

Cons

• Free plan is non-production: sample data and no own-data connection prevent meaningful evaluation with live business records.
• Team has one source: a single connected warehouse or database can constrain organizations with distributed data.
• Enterprise budget is uncertain: custom deployment pricing makes costs harder to forecast.
• No pipeline operations: the absence of ETL, replication and reverse ETL means separate tooling is needed for those jobs.

Alternatives

For sales-focused workflows, compare Weflow, which has a free trial, broad device coverage and a 25-agent-actions-per-month starter allowance. Wizard AI Forecasts is a better match when a freemium forecasting product with limited monthly credits and bookings is the priority.

DataLion suits teams wanting a free-forever tier with one user, one project, 100 cases and spreadsheet or SPSS imports. MoData is aimed at small sales teams needing one integration and pre-built dashboards, while OptiKratos Email is the relevant choice for email or WhatsApp campaigns.

Aviso Sales Engagement and Discern Sales Intelligence are alternatives for buyers seeking custom sales-intelligence deployments. Gong Forecast is for organizations prepared for per-user licensing and a platform fee, with no free plan.

Readers comparing adjacent categories can also browse Sales Analytics Software, Semantic Layer Software, AI Prompt Management Software and Prompt Management Software.

Verdict

Verdonz is a strong choice for governed root-cause analysis across warehouse data and documents, especially where SQL visibility, semantic consistency and approval-controlled agents matter. Its main reason to look elsewhere is cost and scope at the entry point: Free cannot use company data, Team starts at $199 a month and connects only one warehouse or database.