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Head-to-head · Agentic Analytics Software

Actian AI Analyst vs GoodData

  • Updated Oct 2026
  • Both researched from official sources
  • 1 check side by side
Higher score Actian AI Analyst #1 in Agentic Analytics Software 9.3/10 14-day trial Free trial✓ 0 of 2 features Visit Actian
GoodData #8 in Agentic Analytics Software 8.1/10 Pricing on request · 30-day trial Free trial✓ 0 of 2 features Visit GoodData

Actian AI Analyst leads on 0 checks, GoodData on 0, and 1 is even. Who comes out ahead on the 1 yes/no, price and count check where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreActian AI Analyst · 9.3/10
  • Free trialboth

Actian AI Analyst scores higher on our rubric for agentic analytics software: 9.3 against 8.1 out of 10; our editors rank them #1 and #8.

Actian AI Analyst is the better fit for teams seeking governed enterprise conversational analytics. GoodData is the better fit for governed embedded analytics platforms.

  • Actian AI Analyst fits best

    Teams seeking governed enterprise conversational analytics

  • GoodData fits best

    Governed embedded analytics platforms

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Side by side

Feature Actian AI Analyst 9.3/10 Visit ↗ GoodData 8.1/10 Visit ↗
At a glance
Editor score 9.3 8.1
Ranking #1 in Agentic Analytics Software #8 in Agentic Analytics Software
Best for Teams seeking governed enterprise conversational analytics Governed embedded analytics platforms
Pricing model Paid Paid
Starting price $499/mo —
Free plan — Not checked yet
Free trial 14 days 30 days
Free trial length 14 days 30 days
Deployment Cloud Cloud, Self-hosted
Platforms Web Web
Integrations 18 integrations 19 integrations
Features Actian AI Analyst 0/2 · GoodData 0/2
Natural-language analysis Not checked yet Not checked yet
Governance controls Not checked yet Not checked yet
Specs
Data connectors Not checked yet Not checked yet
Agent actions Not checked yet Not checked yet
Data deployment Not checked yet Not checked yet
User interfaces Not checked yet Not checked yet
Our review
Pros
  • A semantic layer defines models, metrics, relationships and glossary terms.
  • Returns charts, tables and reports, with follow-ups and scheduled insights.
  • Connects to SQL databases and warehouses, plus Slack and Microsoft Teams.
  • Semantic layer governs metrics across self-service analytics.
  • React, Web Components and iFrame embedding support data products.
  • Hybrid deployment, multitenancy and compliance controls fit enterprises.
Cons
  • Starter costs $499 per month and includes 200 messages.
  • The Starter and Growth plans cap users, agents and tables per agent.
  • CSV is the listed file-upload option for exploratory analysis.
  • Contact-sales pricing makes plan comparisons less transparent.
  • Platform-centric workflows may require more implementation planning.
  • The feature depth may exceed the needs of simple dashboard teams.
Our verdict

Actian AI Analyst brings conversational analytics to business users, analysts and data teams working with governed business data. Users can ask questions in natural language and receive charts, tables, structured reports and contextual…

Read the review →

GoodData is an AI-native business intelligence and decision-intelligence platform for organizations building governed analytics, data products and embedded reporting. Its semantic modeling layer defines governed metrics, while self-service…

Read the review →
  1. Actian AI AnalystAgentic Analytics Software 9.314-day trial
  2. GoodDataAgentic Analytics Software 8.1Pricing on request · 30-day trial

Strengths and trade-offs

  • Actian AI Analyst — where it wins

    • A semantic layer defines models, metrics, relationships and glossary terms.
    • Returns charts, tables and reports, with follow-ups and scheduled insights.
    • Connects to SQL databases and warehouses, plus Slack and Microsoft Teams.

    Where it doesn't

    • Starter costs $499 per month and includes 200 messages.
    • The Starter and Growth plans cap users, agents and tables per agent.
    • CSV is the listed file-upload option for exploratory analysis.

  • GoodData — where it wins

    • Semantic layer governs metrics across self-service analytics.
    • React, Web Components and iFrame embedding support data products.
    • Hybrid deployment, multitenancy and compliance controls fit enterprises.

    Where it doesn't

    • Contact-sales pricing makes plan comparisons less transparent.
    • Platform-centric workflows may require more implementation planning.
    • The feature depth may exceed the needs of simple dashboard teams.
  • Actian AI Analyst9.3/10 · 14-day trial

    Ask business questions in natural language, with answers grounded in a governed semantic layer.

    Visit ActianFull verdict →
  • GoodData8.1/10 · Pricing on request · 30-day trial

    Governed, embeddable analytics with semantic metrics, multitenancy and AI assistance.

    Visit GoodDataFull verdict →

More comparisons

All agentic analytics software comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update