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Business Intelligence · head to head

IBM Cognos Analytics vs Rill Data

IBM Cognos Analytics logo

IBM Cognos Analytics

Business Intelligence

AI-powered business intelligence

From
$15/month
Rated
-
Full reviewWebsite
Rill Data logo

Rill Data

Business Intelligence

Local-first BI on DuckDB and ClickHouse with dashboards defined as code

From
$20/month
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: IBM Cognos Analytics listed on UK G-Cloud at £42.53 per user per month for IBM Cognos Analytics, via reseller Computacenter; Rill Data the seat price of 20 dollars is misleading as a budget figure: Rill’s own calculator puts a small two-seat project at around 256 dollars a month, with compute making up the great majority.
  • They diverge on capability: IBM Cognos Analytics covers AI Assistant, Rill Data covers Local development.
  • Prices and features above were last checked on 31 August 2026.

Where they differ

Only the attributes on which IBM Cognos Analytics and Rill Data actually diverge.

Attributes where IBM Cognos Analytics and Rill Data differ
AttributeIBM Cognos AnalyticsRill Data
Starting price$15/month$20/month
Pricing modelsubscriptionPer user per month plus metered compute
PlatformsWeb, Desktop, Mobile, CloudWeb, Linux, macOS, Windows
Founded1911Unknown

Identical on both: free tier (No), 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 IBM Cognos Analytics

  • AI Assistant
  • Natural Language Queries
  • Automated Insights
  • Story Telling
  • Mobile Analytics
  • IBM Db2
  • Oracle
  • SQL Server

Only in Rill Data

  • Local development
  • Dashboards as code
  • Embedded DuckDB
  • Bring your own database
  • Alerts and scheduled reports
  • Embedded analytics

What people use each for

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

IBM Cognos Analytics

  • Self-service analyticsnot Rill Data
  • Data explorationnot Rill Data
  • Ad-hoc reportingnot Rill Data
  • Collaborative analysisnot Rill Data
  • Embedded analyticsnot Rill Data

Rill Data

  • An analytics team that wants dashboard changes to go through code review rather than being edited in a web UInot IBM Cognos Analytics
  • Interactive exploration of event-scale data where a warehouse round trip per filter click is too slownot IBM Cognos Analytics
  • Embedding fast slice-and-dice dashboards into a product where the underlying store is already ClickHouse or Druidnot IBM Cognos Analytics
  • A data engineer prototyping a metrics layer locally on a laptop before committing to any cloud spendnot IBM Cognos Analytics

Where each one falls short

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

IBM Cognos Analytics

  • Listed on UK G-Cloud at £42.53 per user per month for IBM Cognos Analytics, via reseller Computacenter

Rill Data

  • The seat price of 20 dollars is misleading as a budget figure: Rill’s own calculator puts a small two-seat project at around 256 dollars a month, with compute making up the great majority.
  • Dashboards are defined in YAML and SQL, so business users cannot create or change one without a developer and a Git workflow, which stalls self-service adoption.
  • It is built for the explore-a-metric pattern and does not produce pixel-perfect financial or operational reports, so most organisations still need a second reporting tool.
  • AI tokens and API calls are quota-limited per seat, with API overage at a cent per call, so programmatic consumers can create an unbudgeted line item.
  • As a smaller vendor competing against Looker, Tableau and Power BI, the ecosystem of consultants, templates and trained analysts is thin, which raises the cost of hiring for it.

Pricing, plan by plan

IBM Cognos Analytics

$15/month
  • Standard$15/month
    • Dashboards
    • Reporting
    • AI Insights
  • Plus$35/month
    • Advanced Analytics
    • Planning
    • Premium Support

Rill Data

$20/month
  • Starter$20/month
    • Per seat, up to twenty seats
    • Three projects
    • Compute at 0.15 USD per compute unit hour
  • Growth$30/month
    • Per seat, up to one hundred seats
    • Ten projects
    • Compute at 0.20 USD per compute unit hour
  • Enterprise$undefined/year
    • Annual platform licence with negotiated capacity
    • Unlimited seats and projects
    • Dedicated infrastructure

Which should you pick?

Choose IBM Cognos Analytics if

  • You need ai assistant.
  • You work on Web, Desktop, Mobile, Cloud.
  • You also want natural language queries.
IBM Cognos Analytics review

Choose Rill Data if

  • You need local development.
  • You work on Web, Linux, macOS, Windows.
  • You also want dashboards as code.
Rill Data review

Questions people ask

Is IBM Cognos Analytics or Rill Data better?
Neither clearly leads. IBM Cognos Analytics starts at $15/month and Rill Data at $20/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, IBM Cognos Analytics or Rill Data?
IBM Cognos Analytics starts at $15/month and Rill Data at $20/month.
Does IBM Cognos Analytics or Rill Data run on more platforms?
IBM Cognos Analytics runs on Web, Desktop, Mobile, Cloud. Rill Data runs on Web, Linux, macOS, Windows.
What is IBM Cognos Analytics best used for?
IBM Cognos Analytics is most often used for self-service analytics, data exploration, ad-hoc reporting, collaborative analysis. Of those, self-service analytics and data exploration are not what Rill Data is typically brought in for.
What can IBM Cognos Analytics do that Rill Data cannot?
IBM Cognos Analytics covers AI Assistant, Natural Language Queries, Automated Insights, Story Telling. Rill Data covers Local development, Dashboards as code, Embedded DuckDB, Bring your own database.

Answered from the vendors’ own pages

Rill Data: Is Rill open source?

The Rill developer binary is open source and free to run locally; Rill Cloud is the paid product.

Rill Data: How much does it actually cost?

Seats start at 20 USD per month, but hosted compute at 0.15 USD per compute unit hour typically dominates the bill. Bringing your own database removes the usage fee.

Rill Data: Can business users build dashboards?

Not directly. Dashboards are YAML and SQL under version control.

Rill Data: Which databases can back a deployed project?

DuckDB, ClickHouse, Druid, Pinot, Snowflake and others.

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