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Machine Learning · head to head

BigQuery ML vs Leonardo AI

BigQuery ML logo

BigQuery ML

Machine Learning

Machine learning in BigQuery using SQL

From
Free
Free plan
Yes
Full reviewWebsite
Leonardo AI logo

Leonardo AI

AI

AI-powered creative suite for image generation

From
Free
Free plan
Yes
Full reviewWebsite

The short version

  • Each has a real cost: BigQuery ML not available in BigQuery's Standard edition, so the cheapest tier cannot use it; Leonardo AI video generation trails specialized video tools like Pika, with no native timeline editing or motion interpolation
  • They diverge on capability: BigQuery ML covers SQL-based ML, Leonardo AI covers Text-to-image.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which BigQuery ML and Leonardo AI actually diverge.

Attributes where BigQuery ML and Leonardo AI differ
AttributeBigQuery MLLeonardo AI
Pricing modelusage-basedUnknown
PlatformsWebWeb, API
CategoryMachine LearningAI
Founded20082022

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in BigQuery ML

  • SQL-based ML
  • AutoML Tables
  • Model export
  • Prediction functions
  • Feature preprocessing
  • BigQuery
  • Vertex AI
  • TensorFlow

Only in Leonardo AI

  • Text-to-image
  • Model training
  • Canvas editor
  • Motion generation
  • API access
  • Photoshop plugin
  • Api support

Both cover

  • Web support

What people use each for

The jobs each tool is most often brought in to do.

BigQuery ML

  • Training models in SQL without exporting datanot Leonardo AI
  • Linear and logistic regression on warehouse datanot Leonardo AI
  • K-means clustering and matrix factorisation for recommendationsnot Leonardo AI
  • Time series forecasting with ARIMA_PLUSnot Leonardo AI
  • Running imported ONNX, TensorFlow or XGBoost models against BigQuery datanot Leonardo AI

Leonardo AI

  • ai tools managementnot BigQuery ML
  • Workflow automationnot BigQuery ML
  • Reportingnot BigQuery ML

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

BigQuery ML

  • Not available in BigQuery's Standard edition, so the cheapest tier cannot use it
  • Billed through BigQuery compute and storage rather than as its own product, so training cost tracks data scanned
  • Remote models incur extra Agent Platform charges on top
  • Externally trained model types such as boosted trees and AutoML run through Agent Platform rather than inside BigQuery

Leonardo AI

  • Video generation trails specialized video tools like Pika, with no native timeline editing or motion interpolation
  • Credits consume rapidly for professional use, particularly at 4K resolution
  • Limited traditional image editing tools compared to desktop software
  • Image quality and consistency inconsistent compared to some competitors on certain prompt types
  • Advanced features requiring custom model training add complexity and cost

Pricing, plan by plan

BigQuery ML

Free
  • Free TierFree
    • 10GB storage
    • 1TB queries
  • On-Demand$5/TB
    • Pay per TB scanned
    • ML training costs

Leonardo AI

Free
  • Essential$12/month
    • 8,500 monthly tokens
    • Fine-tuned models
    • Image-to-image
  • Premium$30/month
    • Unlimited relaxed generation on Phoenix and Lucid Origin models
    • Faster generation speed
    • Advanced options
  • Ultimate$60/month
    • 60,000 monthly tokens
    • Maximum concurrent jobs
    • Highest priority generation queue

Which should you pick?

Choose BigQuery ML if

  • You need sql-based ml.
  • You want to start without paying.
  • You also want automl tables.
BigQuery ML review

Choose Leonardo AI if

  • You need text-to-image.
  • You want to start without paying.
  • You work on Web, API.
  • You also want model training.
Leonardo AI review

Questions people ask

Is BigQuery ML or Leonardo AI better?
Neither clearly leads. BigQuery ML starts at Free and Leonardo AI at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, BigQuery ML or Leonardo AI?
BigQuery ML starts at Free and Leonardo AI at Free.
Does BigQuery ML or Leonardo AI run on more platforms?
BigQuery ML runs on Web. Leonardo AI runs on Web, API.
Can I use BigQuery ML for free?
Both have a free tier, so you can try either at no cost before committing.
What is BigQuery ML best used for?
BigQuery ML is most often used for training models in sql without exporting data, linear and logistic regression on warehouse data, k-means clustering and matrix factorisation for recommendations, time series forecasting with arima_plus. Of those, training models in sql without exporting data and linear and logistic regression on warehouse data are not what Leonardo AI is typically brought in for.
What can BigQuery ML do that Leonardo AI cannot?
BigQuery ML covers SQL-based ML, AutoML Tables, Model export, Prediction functions. Leonardo AI covers Text-to-image, Model training, Canvas editor, Motion generation. Both handle Web support.

Answered from the vendors’ own pages

BigQuery ML: How much does Google Cloud BigQuery ML cost?

BigQuery ML pricing is not specified separately on Google Cloud's pricing page. It follows the same pay-as-you-go model as BigQuery, charging per terabyte of data scanned during analysis. Customers receive $300 in free credits and can use 20+ products free up to monthly limits.

Source
Leonardo AI: Does Leonardo AI grant commercial rights to generated images?

Yes. All Leonardo AI plans grant full ownership and unrestricted commercial rights to generated images, allowing creators to sell AI-generated art and use outputs in commercial products.

Source
BigQuery ML: Does Google Cloud offer a free trial?

Yes, new customers get $300 in free credits and all customers can use 20+ Google Cloud products free up to their monthly usage limits.

Source
Leonardo AI: How does Leonardo's Real-Time Canvas work?

The Real-Time Canvas is a freeform workspace where images generate as you draw, type prompts, or add elements, updating the output approximately every 2 seconds per stroke, supporting inpainting, outpainting, and composite editing.

Source
Leonardo AI: What models does Leonardo AI offer beyond its own?

Leonardo API supports both in-house models (Phoenix, Lucid Origin, Lucid Realism) and third-party models including FLUX.1, Ideogram 3.0, GPT Image, Kling, Veo, and others under a unified pay-as-you-go API surface.

Source
Leonardo AI: What is included in the free tier?

The free plan provides 150 tokens per day enabling hundreds of images per month, but outputs are non-commercial only; paid plans starting at $12/month unlock commercial rights and higher token allocations.

Source
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