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Business Intelligence · head to head

ProfitWell vs Zenlytic

ProfitWell logo

ProfitWell

Business Intelligence

Revenue analytics by Paddle

From
Free
Rated
-
Full reviewWebsite
Zenlytic logo

Zenlytic

Business Intelligence

Conversational analytics on a governed semantic layer that shows you the SQL it ran

From
On request
Rated
-
Full reviewWebsite

The short version

  • Only ProfitWell has a free tier, so it costs nothing to try first.
  • Each has a real cost: ProfitWell profitWell is now part of Paddle and its pricing page redirects to paddle.com, so it is no longer sold or priced independently; Zenlytic answer quality is bounded by the semantic model, so a team without a maintained dbt project and metric definitions must complete a modelling project before the AI is useful at all.
  • They diverge on capability: ProfitWell covers Free Metrics, Zenlytic covers Zoe conversational agent.
  • Prices and features above were last checked on 31 August 2026.

Where they differ

Only the attributes on which ProfitWell and Zenlytic actually diverge.

Attributes where ProfitWell and Zenlytic differ
AttributeProfitWellZenlytic
Starting priceFreeOn request
Pricing modelfreemiumquote
Free tierYesNo
PlatformsWeb, ApiWeb
Founded2012Unknown

Identical on both: 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 ProfitWell

  • Free Metrics
  • Churn Reduction
  • Price Optimization
  • Revenue Recognition
  • Benchmarking
  • Stripe
  • Chargebee
  • Recurly

Only in Zenlytic

  • Zoe conversational agent
  • YAML semantic layer
  • LookML import
  • Row and column permissions
  • Dashboards
  • dbt integration
  • Embedded analytics
  • Query transparency

What people use each for

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

ProfitWell

  • Subscription revenue metrics and churn reportingnot Zenlytic
  • Recovering failed payments and reducing involuntary churnnot Zenlytic

Zenlytic

  • A data team of three fielding sixty ad hoc requests a week from operators who could answer them in chat insteadnot ProfitWell
  • An ecommerce company where merchandisers need cohort and margin questions answered without waiting for an analystnot ProfitWell
  • A Looker customer looking for an exit that can import existing LookML rather than remodel from scratchnot ProfitWell
  • A finance team that needs every AI-generated number to show its SQL before it goes in a board packnot ProfitWell

Where each one falls short

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

ProfitWell

  • ProfitWell is now part of Paddle and its pricing page redirects to paddle.com, so it is no longer sold or priced independently
  • Reaching any figure requires going through Paddle's own pricing rather than a ProfitWell rate card

Zenlytic

  • Answer quality is bounded by the semantic model, so a team without a maintained dbt project and metric definitions must complete a modelling project before the AI is useful at all.
  • It is a small venture-funded company in a category that Snowflake, Databricks and Microsoft are all building into natively, which is a real procurement risk on a multi-year contract.
  • Pricing is not published and is negotiated per deal, so small buyers have no benchmark and no leverage.
  • The visualisation and dashboard layer is thinner than established BI tools, so teams wanting pixel control over reporting will find it limiting.
  • It assumes a cloud data warehouse; organisations with data spread across operational databases and spreadsheets have to consolidate first, which is the expensive part of the project.

Pricing, plan by plan

ProfitWell

Free
  • Free MetricsFree
    • Revenue Metrics
    • Dashboards
    • Basic Reports
  • RetainFree
    • Churn Reduction
    • Payment Recovery
    • Custom Pricing

Zenlytic

On request
  • Zenlytic$undefined/year
    • Annual contract quoted by seats and deployment
    • Semantic layer, dashboards and Zoe included
    • Embedded analytics licensed separately

Which should you pick?

Choose ProfitWell if

  • You need free metrics.
  • You want to start without paying.
  • You work on Web, Api.
  • You also want churn reduction.
ProfitWell review

Choose Zenlytic if

  • You need zoe conversational agent.
  • You also want yaml semantic layer.
Zenlytic review

Questions people ask

Is ProfitWell or Zenlytic better?
Neither clearly leads. ProfitWell starts at Free and Zenlytic at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, ProfitWell or Zenlytic?
ProfitWell has a free tier; the other does not. Paid plans start at Free for ProfitWell and On request for Zenlytic.
Does ProfitWell or Zenlytic run on more platforms?
ProfitWell runs on Web, Api. Zenlytic runs on Web.
Can I use ProfitWell for free?
Yes. ProfitWell has a free tier, so you can try it without paying. Zenlytic starts at On request.
What is ProfitWell best used for?
ProfitWell is most often used for subscription revenue metrics and churn reporting, recovering failed payments and reducing involuntary churn. Of those, subscription revenue metrics and churn reporting and recovering failed payments and reducing involuntary churn are not what Zenlytic is typically brought in for.
What can ProfitWell do that Zenlytic cannot?
ProfitWell covers Free Metrics, Churn Reduction, Price Optimization, Revenue Recognition. Zenlytic covers Zoe conversational agent, YAML semantic layer, LookML import, Row and column permissions.

Answered from the vendors’ own pages

ProfitWell: Is ProfitWell still available as a standalone product?

ProfitWell has been integrated into Paddle. The ProfitWell Metrics analytics tool is now part of Paddle's suite and is available at no cost.

Source
Zenlytic: Does Zenlytic publish pricing?

No. Contracts are quoted annually based on seats and deployment scope.

ProfitWell: What is Paddle's standard pricing model?

Paddle charges 5% plus 50 cents per checkout transaction on its standard pay-as-you-go plan. Custom pricing is available for products under $10 or for customers requiring invoicing.

Source
Zenlytic: Can it read my Looker model?

Yes, it imports LookML, which is the main reason Looker customers evaluate it.

ProfitWell: What is included in Paddle's all-inclusive pricing?

Paddle's standard plan includes tax and compliance, unified billing, churn prevention tools, fraud protection, and 24/7 customer support. No separate monthly or hidden fees apply.

Source
Zenlytic: Does it write arbitrary SQL against my warehouse?

No. Queries are constrained to the semantic layer, and the generated SQL is shown with every answer.

ProfitWell: What is the minimum spend required for Paddle's enterprise plan?

Paddle offers custom enterprise pricing with negotiated rates for scaling and established businesses. Customers receive tailored pricing aligned with their business model and access to premium support and advisory services.

Source
Zenlytic: Do I need dbt?

Not strictly, but the product is designed around a modelled warehouse and works poorly without one.

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