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Head-to-head · Ai Analytics

DataRobot vs Looker

  • Updated Oct 2026
  • Both researched from official sources
  • 2 checks side by side
Higher score DataRobot #3 in Ai Analytics 8.9/10 Pricing on request · 30-day trial Free trial✓ 0 of 2 features Visit DataRobot
Looker #8 in Ai Analytics 8.5/10 Pricing on request ✓ 1 of 2 features Visit Looker

DataRobot leads on 0 checks, Looker on 0, and 2 are even. Who comes out ahead on the 2 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreDataRobot · 8.9/10
  • Free trialonly DataRobot
  • Most featuresLooker · 1 of 2

DataRobot scores higher on our rubric for ai analytics: 8.9 against 8.5 out of 10; our editors rank them #3 and #8.

DataRobot is the better fit for enterprises building and governing predictive models. Looker is the better fit for teams prioritizing governed analytics and embedding.

  • DataRobot fits best

    Enterprises building and governing predictive models

  • Looker fits best

    Teams prioritizing governed analytics and embedding

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature DataRobot 8.9/10 Visit ↗ Looker 8.5/10 Visit ↗
At a glance
Editor score 8.9 8.5
Ranking #3 in Ai Analytics #8 in Ai Analytics
Best for Enterprises building and governing predictive models Teams prioritizing governed analytics and embedding
Pricing model Paid Paid
Starting price Pricing on request · 30-day trial —
Free plan Not checked yet —
Free trial 30 days —
Deployment Cloud, Self-hosted Cloud, Self-hosted
Platforms Web Web
Support Email, Tickets, Community, Docs Live chat, Phone, Tickets, Docs · 24/7
Compliance SOC 2, ISO 27001, GDPR, HIPAA, SSO/SAML, 2FA SOC 2, ISO 27001, HIPAA, SSO/SAML, 2FA
Integrations 4 integrations 6 integrations
Built for Enterprise Small business, Mid-market, Enterprise
Features DataRobot 0/2 · Looker 1/2
Natural-language queries Not checked yet ✓ (best)
Predictive analytics Not checked yet Not checked yet
Specs
Data connectors Not checked yet Not checked yet
Deployment Not checked yet Hybrid
Data refresh Not checked yet Not checked yet
Export formats Not checked yet Not checked yet
Our review
Pros
  • Automates model selection and supports time-series forecasting.
  • Combines real-time and batch deployment with monitoring and observability.
  • Offers governance, versioning, and compliance documentation.
  • LookML provides a semantic model for governed data exploration.
  • Conversational Analytics supports natural-language data questions.
  • Embedding, APIs, and row-level security support custom analytics applications.
Cons
  • Paid pricing requires contacting sales.
  • Deployment capabilities may vary by subscription.
  • Its enterprise focus may be more than smaller teams need.
  • Quote-based pricing makes costs harder to assess upfront.
  • No free plan is offered.
  • AI features focus on analytics rather than predictive modeling.
Our verdict

DataRobot is an enterprise AI platform for developing, deploying, and governing predictive models. Its capabilities span automated machine learning, classification, regression, anomaly detection, clustering, and time-series forecasting.…

Read the review →

Looker is Google Cloud’s business intelligence and analytics platform for organizations that need governed data exploration, reporting, and embedded analytics. Teams model data with LookML, explore it through Explores, and build dashboards…

Read the review →
  1. DataRobotAi Analytics 8.9Pricing on request · 30-day trial
  2. LookerAi Analytics 8.5Pricing on request

Strengths and trade-offs

  • DataRobot — where it wins

    • Automates model selection and supports time-series forecasting.
    • Combines real-time and batch deployment with monitoring and observability.
    • Offers governance, versioning, and compliance documentation.

    Where it doesn't

    • Paid pricing requires contacting sales.
    • Deployment capabilities may vary by subscription.
    • Its enterprise focus may be more than smaller teams need.

  • Looker — where it wins

    • LookML provides a semantic model for governed data exploration.
    • Conversational Analytics supports natural-language data questions.
    • Embedding, APIs, and row-level security support custom analytics applications.

    Where it doesn't

    • Quote-based pricing makes costs harder to assess upfront.
    • No free plan is offered.
    • AI features focus on analytics rather than predictive modeling.
  • DataRobot8.9/10 · Pricing on request · 30-day trial

    A broad enterprise toolkit for predictive modeling, deployment, monitoring, and governance.

    Visit DataRobotFull verdict →
  • Looker8.5/10 · Pricing on request

    A governed BI platform with conversational analytics and embedded dashboards; pricing is quote-based.

    Visit LookerFull verdict →

More comparisons

All ai analytics comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update