21 tools compared

BI and ask-your-data tools:
the alternatives, compared

Classic BI builds dashboards; the newer tools answer a question typed in plain language. The difference that matters is whether that answer is computed from definitions you trust.

What to look for

  • Whether plain-language questions run against a semantic layer — metrics defined once — or against raw tables an AI guesses at.
  • Native connectors for the databases you actually run.
  • Who can see what: per-source access, read-only connections, and dashboards shared without handing over the database.
  • Whether AI agents and other tools can query the same model, not just people in the dashboard.

The 21 tools

  1. 1.

    2pm.space

    Our product

    Plain-language questions answered from a semantic model you curate over PostgreSQL, MySQL, Redshift, ClickHouse, Snowflake or BigQuery — with the SQL and a chart on every answer, SQL Lab, and boards to pin them to.

    Best for
    Teams who want AI answers they can trust and audit
    Pricing
    Free for every feature — you pay only for the AI you use, at the model provider's own rate
  2. 2.

    Metabase

    Open sourceFree plan

    Open-source BI tool for querying databases with a visual query builder or SQL, building dashboards, and asking questions in plain language through its Metabot AI assistant. Self-hosted or Metabase Cloud.

    Best for
    Teams wanting self-serve dashboards on their own SQL databases
    Pricing
    From $100 per month (Starter) · Free plan
  3. 3.

    Apache Superset

    Open sourceFree plan

    Apache-licensed data exploration and dashboard platform with a SQL IDE and a dataset-based semantic layer. Preset sells a managed cloud version of Superset.

    Best for
    Data teams self-hosting open-source dashboards over SQL warehouses
    Pricing
    From $25 per user per month (Preset Professional) · Free plan
  4. 4.

    Julius AI

    Free plan

    Cloud AI workspace where users chat with files and connected databases to run analyses, generate charts, and build reports, dashboards and presentations. Usage is metered in credits.

    Best for
    Individuals and small teams analyzing files and databases by chat
    Pricing
    From $20 per month (Plus) · Free plan
  5. 5.

    Power BI

    Free plan

    Microsoft's BI suite: Power BI Desktop for building reports and a cloud service for sharing dashboards, also available through Microsoft Fabric capacity. Sharing requires a Pro or Premium Per User license.

    Best for
    Organizations already using Microsoft 365 and Azure
    Pricing
    From $14 per user per month (Power BI Pro) · Free plan
  6. 6.

    Tableau

    Free plan

    Salesforce-owned visual analytics platform offered as Tableau Cloud, Tableau Server and Tableau Next, with Creator, Explorer and Viewer licenses on annual contracts; Tableau Desktop has a free edition.

    Best for
    Analyst teams building interactive visual analytics at scale
    Pricing
    From $15 per user per month (Tableau Standard) · Free plan
  7. 7.

    Data Studio

    Free plan

    Google's free report and dashboard builder, formerly named Looker Studio, now branded Data Studio. Separate from Looker, Google Cloud's paid enterprise BI platform. Data Studio Pro adds team management.

    Best for
    Marketers reporting on Google Ads, Analytics and Sheets data
    Pricing
    From $9 per user per month (Data Studio Pro) · Free plan
  8. 8.

    Holistics

    Cloud BI platform with a code-based semantic modeling layer, Git version control and self-service dashboards. Plans include 10 users with paid add-on seats.

    Best for
    Data teams wanting analytics-as-code with self-service for business users
    Pricing
    From $960 per month (Entry)
  9. 9.

    Redash

    Open sourceFree plan

    Open-source (BSD-2-Clause) tool for writing SQL queries against many data sources, visualizing results and sharing dashboards. Self-hosted; no paid plans are listed on its website.

    Best for
    SQL-fluent teams wanting a free self-hosted query and dashboard tool
    Pricing
    Open source, free to self-host
  10. 10.

    Grafana

    Open sourceFree plan

    Open-source dashboard and visualization tool by Grafana Labs, mainly for metrics, logs and traces. Grafana Cloud adds a free tier and usage-based Pro plan.

    Best for
    Engineering teams monitoring infrastructure and application metrics
    Pricing
    From $19 per month (Pro) · Free plan
  11. 11.

    Lightdash

    Open sourceFree plan

    Open-source BI tool built on dbt, using dbt models as its semantic layer for metrics, dashboards and AI agents. Cloud plans are priced per month with unlimited users.

    Best for
    Data teams that model their warehouse with dbt
    Pricing
    From $3000 per month (Cloud Pro) · Free plan
  12. 12.

    Qlik Sense

    Qlik's analytics product, sold as Qlik Cloud Analytics plans priced by users or data capacity and billed annually; a client-managed version is also available.

    Best for
    Mid-size and enterprise organizations needing governed analytics
    Pricing
    From $300 per month (Starter)
  13. 13.

    Domo

    Cloud data platform combining data integration, dashboards, low-code apps and AI agents, priced on consumed credits with unlimited users. Prices are quoted by sales after a 30-day trial.

    Best for
    Organizations wanting integration, BI and apps in one platform
    Pricing
    Pay as you go
  14. 14.

    Amazon Quick Sight

    AWS's cloud BI service, now named Amazon Quick Sight within Amazon Quick, priced per Author and Reader user or by session capacity, with dashboards, reports and optional Q&A capacity.

    Best for
    Teams whose data already lives in AWS
    Pricing
    From $3 per user per month (Reader)
  15. 15.

    ThoughtSpot

    Cloud analytics platform centered on natural-language search and AI agents (Spotter) over cloud data warehouses, with dashboards, a semantic layer and embedding options.

    Best for
    Business users searching warehouse data in plain language
    Pricing
    From $50 per user per month (Pro)
  16. 16.

    Hex

    Free plan

    Collaborative data workspace combining SQL, Python and no-code cells in notebooks, with an AI agent and publishable data apps. Paid plans are priced per editor.

    Best for
    Data scientists and analysts sharing notebooks and data apps
    Pricing
    From $36 per user per month (Professional) · Free plan
  17. 17.

    Sigma

    Cloud BI and analytics platform with a spreadsheet-style interface that queries cloud data warehouses live, plus AI apps and agents. Pricing is not published; a free trial is offered.

    Best for
    Spreadsheet-savvy business teams working on cloud warehouse data
    Pricing
    Paid; priced on request
  18. 18.

    Zoho Analytics

    Free plan

    Zoho's self-service BI and reporting tool with connectors to business apps and databases, dashboards and an AI assistant (Ask Zia). Plans are priced by users and data rows.

    Best for
    Small businesses, especially those already using Zoho apps
    Pricing
    From $30 per month (Basic) · Free plan
  19. 19.

    Wren AI

    Open sourceFree plan

    Text-to-SQL and generative BI tool with an open-source semantic engine, built by Canner, Inc. Offered as credit-based cloud plans with unlimited users or as a self-hosted deployment.

    Best for
    Data teams adding natural-language querying over a semantic layer
    Pricing
    From $179 per month (Essential Cloud) · Free plan
  20. 20.

    Vanna AI

    Open sourceFree plan

    Open-source Python framework for text-to-SQL that works with many LLMs and databases, with paid managed cloud and enterprise deployment tiers.

    Best for
    Developers embedding text-to-SQL into their own applications
    Pricing
    From $50 per month (Explorer) · Free plan
  21. 21.

    Chat2DB

    Open sourceFree plan

    AI-assisted SQL client for managing many database types, generating SQL from natural language and building reports. Apache 2.0 community edition plus paid subscriptions and perpetual local licenses.

    Best for
    Developers and DBAs wanting an AI-assisted SQL client
    Pricing
    From $9 per user per month (Starter) · Free plan

Frequently asked questions

It can when the questions run against a semantic model — measures, dimensions and joins defined once — rather than raw tables. Read-only connections and row limits on every query keep it from changing or dumping data.

Metabase, Apache Superset, Redash, Grafana and Lightdash are open source, among others marked on the list. 2pm.space is a hosted service.

Not to ask questions. For the queries you want to write by hand, 2pm.space has SQL Lab on the same connection, and its results can be charted and pinned to a board.

How we checked

Every description on this page comes from the vendor's own public website, checked on October 4, 2026. Products and prices change, so check each vendor's site for the current version — and if something here is out of date, tell us and we will correct it.

Prices are a starting list price each vendor shows for a paid plan, before tax and add-ons; some are for annual billing. Check the vendor's pricing page for the plan you need.

Product names and trademarks belong to their owners. 2pm.space is not affiliated with, or endorsed by, the companies named here.

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