Is Cube or Fabi better?

Neither clearly leads. Cube starts at Free and Fabi at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.

Which is cheaper, Cube or Fabi?

Cube starts at Free and Fabi at Free.

Does Cube or Fabi run on more platforms?

Cube runs on Cloud, Self-hosted. Fabi runs on Web.

What is Cube best used for?

Cube is most often used for building governed semantic data models for analytics, embedding analytics into customer-facing products, enabling natural language data queries for teams, creating conversational dashboards with ai assistance. Of those, building governed semantic data models for analytics and embedding analytics into customer-facing products are not what Fabi is typically brought in for.

What can Cube do that Fabi cannot?

Cube covers Analytics Chat, Workbooks, Dashboards, Embedded Analytics. Fabi covers Smartbooks, Smart Reports, AI analysis, Scheduled runs.

Business Intelligence · head to head

Cube vs Fabi

Cube

Business Intelligence

AI-native analytics platform with semantic layer and governed access

From: Free
Rated: -

Full review Website

Fabi

Business Intelligence

AI notebooks combining SQL, Python and no-code for small data teams

From: Free
Rated: -

Full review Website

The short version

Each has a real cost: Cube per-developer licensing can be expensive for large analytics teams; Fabi fabi is an early-stage company with a small team, so the durability risk is real and there is no obvious migration path for Smartbooks if it stops trading.
They diverge on capability: Cube covers Analytics Chat, Fabi covers Smartbooks.
Prices and features above were last checked on 31 August 2026.

Where they differ

Only the attributes on which Cube and Fabi actually diverge.

Attributes where Cube and Fabi differ
Attribute	Cube	Fabi
Pricing model	Per-developer seats with volume pricing	Per user per month
Platforms	Cloud, Self-hosted	Web

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

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 Cube

Analytics Chat
Workbooks
Dashboards
Embedded Analytics
AI Integrations
Core Data APIs
Caching and pre-aggregations

Only in Fabi

Smartbooks
Smart Reports
AI analysis
Scheduled runs
Database connectors
Viewer seats

What people use each for

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

Cube

Building governed semantic data models for analyticsnot Fabi
Embedding analytics into customer-facing productsnot Fabi
Enabling natural language data queries for teamsnot Fabi
Creating conversational dashboards with AI assistancenot Fabi

Fabi

A single analyst at a startup fielding ad hoc questions faster than dashboards can be built for themnot Cube
An operations team that needs Python for a one-off analysis but has to hand the result to non-technical colleaguesnot Cube
Replacing a set of scheduled Jupyter notebooks that nobody outside the data team can read or rerunnot Cube
Exploratory work against a warehouse where building a semantic model first would cost more than the answer is worthnot Cube

Where each one falls short

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

Cube

Per-developer licensing can be expensive for large analytics teams
Additional cost for Explorer and Viewer roles beyond developers
Semantic layer approach requires upfront modeling investment
Smaller connector ecosystem than dedicated BI platforms
May be overengineered for simple reporting needs

Fabi

Fabi is an early-stage company with a small team, so the durability risk is real and there is no obvious migration path for Smartbooks if it stops trading.
There is no meaningful governance layer: no data catalogue, no certified metric definitions and limited lineage, so it does not scale to an organisation that needs a single agreed number.
The free and Builder tiers cap AI requests, and the daily cap on Starter is reached quickly during genuine exploratory work.
Connector counts are limited by tier, so the Builder plan at 39 dollars connects to exactly one data source, which is rarely enough in practice.
It overlaps heavily with what Snowflake, Databricks and Hex now ship natively, so a company already paying for one of those is buying a fourth notebook interface.

Pricing, plan by plan

Cube

Free

FreeFree
- For hobbyists and personal projects
- Basic data source connection
- Semantic modeling
Starter$40/developer/month
- Extended agent limits
- Premium LLMs
- Unlimited workbooks
Premium$80/developer/month
- All Starter features
- Embedded dashboards
- Embedded analytics chat
Enterprise$null/custom
- 99.990% uptime SLA
- Dedicated single-tenant installation
- Bring Your Own Cloud

Fabi

Free

StarterFree
- One builder seat
- Ten dashboard viewers
- Five Smartbooks
Builder$39/month
- Twenty-five Smart Report viewers
- Ten Smartbooks with workflows
- One data connector
Team$199/month
- Four builder seats, extra seats at 39 USD
- Fifty viewers
- Premium connector
Enterprise$undefined/year
- Unlimited builder seats
- Full connector access
- Custom security review

Which should you pick?

Choose Cube if

You need analytics chat.
You want to start without paying.
You work on Cloud, Self-hosted.
You also want workbooks.

Cube review

Choose Fabi if

You need smartbooks.
You want to start without paying.
You also want smart reports.

Fabi review

Questions people ask

Is Cube or Fabi better?: Neither clearly leads. Cube starts at Free and Fabi at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Cube or Fabi?: Cube starts at Free and Fabi at Free.
Does Cube or Fabi run on more platforms?: Cube runs on Cloud, Self-hosted. Fabi runs on Web.
Can I use Cube for free?: Both have a free tier, so you can try either at no cost before committing.
What is Cube best used for?: Cube is most often used for building governed semantic data models for analytics, embedding analytics into customer-facing products, enabling natural language data queries for teams, creating conversational dashboards with ai assistance. Of those, building governed semantic data models for analytics and embedding analytics into customer-facing products are not what Fabi is typically brought in for.
What can Cube do that Fabi cannot?: Cube covers Analytics Chat, Workbooks, Dashboards, Embedded Analytics. Fabi covers Smartbooks, Smart Reports, AI analysis, Scheduled runs.

Answered from the vendors’ own pages

Cube: What is the cost per developer on Cube?

Starter plan costs $40/developer/month. Premium adds embedded analytics at $80/developer/month. Explorer and Viewer roles cost $40 and $20/month respectively.

Source

Fabi: Is there a free plan?

Yes, a Starter tier with one builder, ten viewers, five Smartbooks and ten AI requests a day.

Cube: What uptime SLAs does Cube offer?

Premium plan offers 99.950% uptime SLA. Enterprise plan provides 99.990% uptime SLA with dedicated support.

Source

Fabi: Do viewers cost money?

Viewers are bundled by tier rather than charged individually; builders are the priced seat.

Cube: Can I use Cube for free?

Yes, the Free plan includes basic data source connection, semantic modeling, workbooks, and dashboards for hobbyists and personal projects.

Source

Fabi: Can I run arbitrary Python?

Yes, Smartbooks include Python cells alongside SQL and no-code steps.

Fabi: How many data connectors does the entry paid plan include?

One. Additional and premium connectors come with the Team tier.

Cube vs Fabi

Cube

Fabi

The short version

Where they differ

What each one covers

Only in Cube

Only in Fabi

What people use each for

Cube

Fabi

Where each one falls short

Cube

Fabi

Pricing, plan by plan

Cube

Fabi

Which should you pick?

Choose Cube if

Choose Fabi if

Questions people ask

Answered from the vendors’ own pages

Related pages

More on Cube

More on Fabi

Keep looking

Other head to heads