mabl vs Spur: Testing Tool Comparison

mabl and Spur side by side: verified capabilities, integrations, pricing, and limitations, each claim cited to an official source.

Unknown means no documentation was found; it is not the same as unsupported.
FieldScreenshot of the mabl homepage mablScreenshot of the Spur homepage Spur
Identity
CategoryTestingTesting
VendormablSpur
Product statusactiveactive
Summarymabl is an agentic testing platform for web, mobile, and APIs, featuring AI-native test automation, low-code authoring, and self-healing capabilities.Spur is a commercial AI QA testing service that runs plain-English test flows against web and native mobile applications.
Product kindTesting platform, AI testing agentAI testing agent, Testing platform
AI
Uses AI
Supported
Verified 2026-09-26[8]
Supported
Verified 2026-09-26[1][4][5]
AI test generation
Supported
Verified 2026-09-26[8]
Supported
Verified 2026-09-26[4]
AI executes the app
Supported
Verified 2026-09-26[8]
Supported
Verified 2026-09-26[1]
AI generates code only
Unsupported
Null · Null
Verified 2026-09-26[8]
Unsupported
Verified 2026-09-26[1]
Autonomous exploration
Supported
Verified 2026-09-26[1]
Supported
Verified 2026-09-26[1]
Vision-based interaction
Unknown
Verified 2026-09-26[1]
Unknown
Not explicitly stated if it uses vision or DOM.
Verified 2026-09-26[1]
Selector-free execution
Unknown
Verified 2026-09-26[1]
Supported
Verified 2026-09-26[1]
Adapts to UI changes
Supported
Verified 2026-09-26[1]
Supported
Verified 2026-09-26[1]
Self-healing
Supported
Verified 2026-09-26[1]
Supported
Verified 2026-09-26[5]
AI failure analysis
Supported
Verified 2026-09-26[1]
Supported
Verified 2026-09-26[5]
What it tests
Testing typesEnd-to-end, Functional, Regression, API, Visual, Accessibility, Performance, LoadEnd-to-end, Functional, Regression, Smoke, Exploratory
TargetsWeb app, Native mobile, API, Email, PDFWeb app, Native mobile
Native desktop testing
Unknown
Verified 2026-09-26[2]
Unknown
Verified 2026-09-26[1]
Native mobile testing
Supported
Verified 2026-09-26[2]
Supported
Verified 2026-09-26[1]
Browser extension testing
Unknown
Verified 2026-09-26[2]
Unknown
Verified 2026-09-26[1]
Cross-browser testing
Supported
Verified 2026-09-26[6]
Supported
Verified 2026-09-26[2]
Cross-platform testing
Supported
Verified 2026-09-26[2]
Supported
Verified 2026-09-26[1]
Real device testing
Unknown
Verified 2026-09-26[7]
Unknown
Verified 2026-09-26[1]
Multi-tab testing
Unknown
Verified 2026-09-26[7]
Supported
Verified 2026-09-26[13]
iframe testing
Unknown
Verified 2026-09-26[7]
Unknown
Verified 2026-09-26[13]
Canvas testing
Unknown
Verified 2026-09-26[7]
Unknown
Verified 2026-09-26[13]
PDF validation
Supported
Verified 2026-09-26[2]
Unknown
Verified 2026-09-26[13]
File upload testing
Unknown
Verified 2026-09-26[2]
Unknown
Verified 2026-09-26[13]
File download testing
Unknown
Verified 2026-09-26[2]
Unknown
Verified 2026-09-26[13]
OAuth testing
Unknown
Verified 2026-09-26[2]
Supported
Verified 2026-09-26[1]
Email testing
Supported
Verified 2026-09-26[2]
Unknown
Verified 2026-09-26[13]
Notification testing
Unknown
Verified 2026-09-26[2]
Unknown
Verified 2026-09-26[13]
Video content validation
Unknown
Verified 2026-09-26[2]
Unknown
Verified 2026-09-26[13]
Developer integrations
MCP server
Supported
Verified 2026-09-26[9]
Supported
Verified 2026-09-26[6][7]
VS Code extension
Unknown
Verified 2026-09-26[9]
Unsupported
Uses MCP via GitHub Copilot in VS Code, not a dedicated extension.
Verified 2026-09-26[7]
SDK
Unknown
Verified 2026-09-26[9]
Unsupported
Verified 2026-09-26[7]
PR workflow
GitHub
Supported
Integration
Verified 2026-09-26[5]
Supported
Integration
Verified 2026-09-26[9]
CI execution
Supported
Integration
Verified 2026-09-26[5]
Supported
Integration
Verified 2026-09-26[1]
GitHub PR checks
Supported
Integration
Verified 2026-09-26[5]
Supported
Integration
Verified 2026-09-26[1]
PR-aware test selection
Unknown
Verified 2026-09-26[5]
Supported
Integration
Verified 2026-09-26[10]
Autonomous PR validation
Unknown
Verified 2026-09-26[5]
Supported
Integration
Verified 2026-09-26[10]
PR comments
Unknown
Verified 2026-09-26[5]
Unknown
Verified 2026-09-26[10]
Preview deployment testing
Unknown
Verified 2026-09-26[5]
Supported
Verified 2026-09-26[11]
Merge gating
Supported
Integration
Verified 2026-09-26[5]
Supported
Integration
Verified 2026-09-26[1]
Scheduled execution
Unknown
Verified 2026-09-26[5]
Supported
Verified 2026-09-26[12]
Pricing
Pricing
Unknown
Unknown
Pricing modelsCustomSubscription, Usage-based
Free tierUnavailableUnavailable
TrialAvailableUnknown
Deployment
DeploymentSaaSSaaS
LicenseProprietaryProprietary
License identifiersNot researchedNot researched
Compatibility
LanguagesJavaScript, Natural languageNatural language
Runner OSNot researchedNot researched
Target OSiOS, AndroidiOS, Android
Browser enginesChromium, Firefox, WebKitNot researched
BrowsersChrome, Edge, Firefox, SafariNot researched
Device modesSimulatorResponsive viewport
Creation and execution
Execution modelBrowser protocol, Http client, SimulatorHybrid
Authoring methodNatural language, AI-generated workflow, Imported tests, CodeNatural language, AI-generated workflow, Imported tests
Code authoring
Supported
Supports JavaScript, Appium snippets, and Playwright tests.
Verified 2026-09-26[4]
Unsupported
Tests are written in natural language.
Verified 2026-09-26[1]
Recorder
Supported
Verified 2026-09-26[4]
Unsupported
Contrasts itself with record-and-play tools.
Verified 2026-09-26[1]
Natural language authoring
Supported
Verified 2026-09-26[4]
Supported
Verified 2026-09-26[1]
Test import
Supported
Supports importing Postman collections.
Verified 2026-09-26[4]
Supported
Verified 2026-09-26[1]
Reusable steps
Supported
Verified 2026-09-26[4]
Supported
Verified 2026-09-26[3]
Parameterized tests
Unknown
Verified 2026-09-26[4]
Supported
Verified 2026-09-26[1]
Test data generation
Unknown
Verified 2026-09-26[4]
Supported
Verified 2026-09-26[4]
Fit
AudienceDevelopers, QA engineers, Engineering managers, Nontechnical testersQa 工程师, Developers, Product managers
Company sizeSMB, Mid-market, EnterpriseSMB, Mid-market, Enterprise
Use casesPull request validation, Regression testing, Cross browser testing, Cross platform testing, Test maintenance, Test generationPull request validation, Regression testing, Release gating, Cross platform testing, Test generation
Validation
Visual regression
Supported
Verified 2026-09-26[6]
Unknown
Verified 2026-09-26[13]
Semantic visual assertions
Unknown
Verified 2026-09-26[6]
Unknown
Verified 2026-09-26[13]
Accessibility checks
Supported
Verified 2026-09-26[6]
Unknown
Verified 2026-09-26[13]
API assertions
Supported
Verified 2026-09-26[6]
Unknown
Verified 2026-09-26[13]
Database assertions
Unknown
Verified 2026-09-26[6]
Unknown
Verified 2026-09-26[13]
Spelling and grammar checks
Unknown
Verified 2026-09-26[6]
Unknown
Verified 2026-09-26[13]
Dark and light mode testing
Unknown
Verified 2026-09-26[6]
Unknown
Verified 2026-09-26[13]
Performance measurement
Supported
Verified 2026-09-26[6]
Unknown
Verified 2026-09-26[13]
Running
Local execution
Supported
Verified 2026-09-26[2]
Unsupported
Verified 2026-09-26[1]
Headless execution
Unknown
Verified 2026-09-26[2]
Unknown
Verified 2026-09-26[2]
Headed execution
Unknown
Verified 2026-09-26[2]
Unknown
Verified 2026-09-26[2]
Parallel execution
Supported
Verified 2026-09-26[2]
Supported
Verified 2026-09-26[1]
Test sharding
Unknown
Verified 2026-09-26[2]
Unknown
Verified 2026-09-26[2]
Auto-waiting
Unknown
Verified 2026-09-26[2]
Supported
Verified 2026-09-26[14]
Automatic retries
Unknown
Verified 2026-09-26[2]
Unknown
Verified 2026-09-26[2]
Network mocking
Unknown
Verified 2026-09-26[2]
Unknown
Verified 2026-09-26[2]
Secrets injection
Unknown
Verified 2026-09-26[2]
Unknown
Verified 2026-09-26[2]
Private network access
Unknown
Verified 2026-09-26[2]
Supported
Verified 2026-09-26[1]
Diagnosis
Screenshots
Supported
Verified 2026-09-26[6]
Supported
Verified 2026-09-26[15]
Video recording
Unknown
Verified 2026-09-26[6]
Supported
Verified 2026-09-26[1]
Execution traces
Unknown
Verified 2026-09-26[6]
Unknown
Verified 2026-09-26[15]
Console logs
Unknown
Verified 2026-09-26[6]
Supported
Verified 2026-09-26[15]
Network logs
Unknown
Verified 2026-09-26[6]
Supported
Verified 2026-09-26[15]
Replay
Unknown
Verified 2026-09-26[6]
Unknown
Verified 2026-09-26[15]
Interactive debugging
Unknown
Verified 2026-09-26[6]
Unknown
Verified 2026-09-26[15]
Failure grouping
Unknown
Verified 2026-09-26[6]
Unknown
Verified 2026-09-26[15]
Debug artifactsScreenshotScreenshot, Video, Console log, Network log
Enterprise
SSO (SAML)
Unknown
Verified 2026-09-26[11]
Unknown
Verified 2026-09-26[1]
SSO (OIDC)
Unknown
Verified 2026-09-26[11]
Unknown
Verified 2026-09-26[1]
SCIM
Unknown
Verified 2026-09-26[11]
Unknown
Verified 2026-09-26[1]
RBAC
Unknown
Verified 2026-09-26[11]
Supported
Verified 2026-09-26[1]
Audit logs
Unknown
Verified 2026-09-26[11]
Unknown
Verified 2026-09-26[1]
Secrets management
Unknown
Verified 2026-09-26[11]
Unknown
Verified 2026-09-26[1]
Configurable retention
Unknown
Verified 2026-09-26[11]
Supported
Verified 2026-09-26[1]
Private runners
Unknown
Verified 2026-09-26[11]
Unknown
Verified 2026-09-26[1]
On-premises deployment
Unknown
Verified 2026-09-26[11]
Unsupported
Verified 2026-09-26[1]
Data residency
Unknown
Verified 2026-09-26[11]
Unknown
Verified 2026-09-26[1]
Training opt-out
Unknown
Verified 2026-09-26[11]
Unknown
Verified 2026-09-26[1]
Operations
Setup difficultylowlow
Maintenance approachSelf-healing, Ai regenerationSelf-healing, Managed service
Max concurrencynullnull
Reliability mechanismsFlaky test detectionAuto wait
InterfacesWeb UI, CLI, MCPWeb UI, MCP
Security
CertificationsSOC 2Not researched
Data regionsNot researchedNot researched
Customer data used for trainingNot researchedNot researched
Support
Support channelsEmail, Slack, Dedicated engineerSlack, Docs, Email
Support SLANot researchedNot researched
Integrations
IntegrationsGitHub, GitLab, Jenkins, Jira, Slack, Microsoft Teams, PostmanJira, Linear, Azure DevOps, Slack, GitHub, GitLab