Developer Tools · head to head
Cortex vs Userpilot

Cortex
Developer Tools
Internal developer portal that scores service ownership and maturity rather than just cataloguing services
- From
- On request
- Free plan
- No

Userpilot
Technology
Product analytics and in-app onboarding platform.
- From
- Free
- Free plan
- Yes
The short version
- Only Userpilot has a free tier, so it costs nothing to try first.
- Each has a real cost: Cortex pricing is quote only, so a platform team cannot build a business case or compare against the true cost of self-hosted Backstage without entering a sales cycle first.; Userpilot starter tier limited to 2,000 monthly active users; even small-to-medium products may require Growth tier
- Prices and features above were last checked on 31 August 2026.
Where they differ
Only the attributes on which Cortex and Userpilot actually diverge.
Identical on both: 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 Cortex
- Service catalogue
- Scorecards
- Initiatives
- Self-service templates
- Query language
- Eng intelligence
- Integrations layer
- On-call and ownership mapping
Only in Userpilot
Nothing recorded that Cortex does not also cover.
What people use each for
The jobs each tool is most often brought in to do.
Cortex
- A platform team that needs to prove to leadership how far a Kubernetes or framework migration has actually progressed across hundreds of servicesnot Userpilot
- An organisation where ownership of production services is genuinely unknown after reorganisations or acquisitionsnot Userpilot
- Enforcing production readiness standards on new services at creation time rather than at incident reviewnot Userpilot
- Replacing a self-hosted Backstage that is consuming a full-time engineer or two just to stay upgradednot Userpilot
Userpilot
- SaaS companies optimising user onboarding and activationnot Cortex
- Product teams collecting user feedback and identifying churn drivers via session replaynot Cortex
- Customer success teams using in-app guides and contextual helpnot Cortex
- Growth teams orchestrating multi-channel campaigns across email and in-appnot Cortex
- Product managers measuring adoption and engagement across user cohortsnot Cortex
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Cortex
- Pricing is quote only, so a platform team cannot build a business case or compare against the true cost of self-hosted Backstage without entering a sales cycle first.
- The catalogue is only as accurate as the metadata you supply, so an organisation with inconsistent repository conventions spends its first quarter cleaning data before any scorecard means anything.
- Scorecards create political friction: publishing a per-team grade turns an engineering standard into a performance metric, and teams will game the rules rather than fix the underlying issue.
- It is closed source and hosted, so organisations with strict data residency or air-gap requirements have limited options compared with running Backstage themselves.
- Value scales with organisation size, so a company with fifty engineers and thirty services will find the catalogue tells them nothing they did not already know while still paying an enterprise contract.
Userpilot
- Starter tier limited to 2,000 monthly active users; even small-to-medium products may require Growth tier
- Large price jump from Starter ($299/mo) to Growth ($849/mo), nearly 3x increase
- Growth tier scales to 100,000 MAU but does not publish pricing for higher volumes, requiring Enterprise negotiation
- Session replay and mobile engagement are optional add-ons in Growth tier, not included in base pricing
- Enterprise pricing not published; custom negotiations required for large-scale deployments
Pricing, plan by plan
Cortex
On request- Cortex$undefined/year
- Service catalogue and ownership mapping
- Scorecards and initiatives
- Self-service templates
Userpilot
Free- Starter$299/month
- Up to 2,000 monthly active users
- In-app engagement
- User segmentation
- Growth$849/month (marked 'Most Popular')
- 2,000 to 100,000 monthly active users
- All Starter features
- Advanced product analytics
- Enterprise$undefined/variable
- Custom monthly active user levels
- All Growth features
- Premium integrations
Which should you pick?
Choose Cortex if
- You need service catalogue.
- You work on Web, API.
- You also want scorecards.
Choose Userpilot if
- You want to start without paying.
- You work on Web, iOS, Android, API.
Questions people ask
- Is Cortex or Userpilot better?
- Neither clearly leads. Cortex starts at On request and Userpilot at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Cortex or Userpilot?
- Userpilot has a free tier; the other does not. Paid plans start at On request for Cortex and Free for Userpilot.
- Does Cortex or Userpilot run on more platforms?
- Cortex runs on Web, API. Userpilot runs on Web, iOS, Android, API.
- Can I use Userpilot for free?
- Yes. Userpilot has a free tier, so you can try it without paying. Cortex starts at On request.
- What is Cortex best used for?
- Cortex is most often used for a platform team that needs to prove to leadership how far a kubernetes or framework migration has actually progressed across hundreds of services, an organisation where ownership of production services is genuinely unknown after reorganisations or acquisitions, enforcing production readiness standards on new services at creation time rather than at incident review, replacing a self-hosted backstage that is consuming a full-time engineer or two just to stay upgraded. Of those, a platform team that needs to prove to leadership how far a kubernetes or framework migration has actually progressed across hundreds of services and an organisation where ownership of production services is genuinely unknown after reorganisations or acquisitions are not what Userpilot is typically brought in for.
- What can Cortex do that Userpilot cannot?
- Cortex covers Service catalogue, Scorecards, Initiatives, Self-service templates.
Answered from the vendors’ own pages
Cortex: How is Cortex different from Backstage?
Backstage is an open source framework you build and staff. Cortex is a hosted product with scorecards and initiatives out of the box and no platform team required to keep it running.
Userpilot: What is included in the free trial?
Userpilot offers a free 14-day trial without requiring a credit card, providing full access to the Starter tier features.
SourceCortex: Is pricing published?
No. Cortex requires a sales conversation and prepares a custom proposal.
Userpilot: Does Userpilot include session replay?
Session replay is available in the Growth tier as an optional add-on for watching real user sessions and identifying friction points.
SourceCortex: Can it self-host?
It is offered as a hosted product; on-premise arrangements are handled through sales rather than published.
Userpilot: What integrations does Userpilot support?
Userpilot integrates with HubSpot, Salesforce, Segment, Google Analytics, Amplitude, Mixpanel, Heap, Zendesk, Intercom and Google Tag Manager. Additional integrations can be requested.
SourceCortex: What is the main adoption risk?
Bad or missing service metadata. The catalogue and every scorecard on top of it inherit whatever quality your repositories already have.
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- Userpilot vs Backstage
- Userpilot vs OpsLevel
- Userpilot vs Earthly
- Userpilot vs Spacelift
- Userpilot vs Atlantis
- Userpilot vs Depot
- Userpilot vs Nix
- Userpilot vs SonarQube
- Userpilot vs Keycloak
- Userpilot vs Ona (formerly Gitpod)
- Userpilot vs Vite
- Userpilot vs Bazel
- Userpilot vs Dagger
- Userpilot vs Deep Code
- Userpilot vs Deno
- Userpilot vs Fig
- Userpilot vs Frappe
- Userpilot vs Git
- Userpilot vs Mixpanel
- Userpilot vs Canny
- Userpilot vs Intercom
- Userpilot vs Heap
- Userpilot vs LogRocket
- Userpilot vs Pendo
- Userpilot vs PostHog
- Userpilot vs Close
- Userpilot vs Amplitude
- Userpilot vs Segment
- Userpilot vs Supabase
- Userpilot vs Maze
- Userpilot vs Lovable
- Userpilot vs Miro
- Userpilot vs Personetics
- Userpilot vs Plane
- Userpilot vs Postman
- Userpilot vs Raycast
