⚡Stack Radar

Browser & E2E Testing · Reviewed 24 Oct 2026

Momentic

Agentic QA platform for web and mobile end-to-end testing.

from $125 · free tier · momentic.ai ↗

Paid against free › Browser & E2E Testing › Momentic

Momentic at a glance
81.2KEstimated total trafficModeled monthly visits918Ranking keywordsPublic search sample99/100Technical health15 pages checked0Referring domainsLive backlink summary

Overview

01

Summary

The useful answer before the supporting detail.

Momentic is an agentic quality platform that writes, runs, and repairs end-to-end tests for web and mobile apps S1. It is used by engineering teams that own quality in CI, including developers and DevX engineers, to replace or supplement Selenium, browser rendering, or outsourced QA platforms S1. The main practical value is that tests are authored in plain English, run on hosted browsers and mobile emulators, and are maintained by AI as the UI changes, reducing test maintenance burden S1.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: Momentic is an agentic quality platform for web and mobile end-to-end testing S1.
  • Core purpose: It solves the problem of writing, running, and repairing end-to-end tests as applications change S1.
  • Intended users: Engineering teams that own quality in CI, including developers and DevX engineers S1.
  • Product scope: A platform with web and mobile testing, CLI, MCP servers, and CI integrations S1.
  • Positioning: Positioned as an AI-native testing platform where maintenance is the product S1 S27.
  • Claimed distinction: Unlike mabl or QA Wolf, every test is a YAML spec you own in version control S1.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
Engineering teams in CIRun end-to-end tests as GitHub Actions checks to gate pull requests S27 S145.
Teams replacing Selenium/browser rendering suitesMigrate from code-based suites to plain-English tests with AI maintenance S1 S145.
Mobile teamsTest iOS and Android apps without standing up Appium infrastructure S1 S46.
Teams adopting coding agentsVerify agent output with real UI tests before merge S1 S27.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Plain-English test authoringDescribe a test in plain English; the agent writes and runs it S1.
AI bug exploration (Mo)Point Mo at a build; it explores the app, reproduces suspected bugs, and files reports S1.
AI test maintenanceDiagnoses failures and proposes repairs when the UI changes S27 S46.
Hosted executionRuns web tests on hosted browsers and mobile tests on iOS simulators and Android emulators S1.
CI integrationRuns tests in GitHub Actions and other CI systems S1 S27.
Coding-agent integrationProvides a browser rendering MCP server and skill for agents to drive browsers S1 S27.
Test case managementReview and version tests in your repository; manage test cases S46.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
GitHub ActionsCI integrationRun tests as checks in GitHub Actions S27.
CircleCI, BitriseCI integrationRun tests in CircleCI and Bitrise workflows S27.
browser rendering MCPMCP serverGives coding agents a browser to drive S1.
qa CLICLIStart sessions, answer questions, and export findings S27.
REST APIAPIPull finished runs and run groups over REST with an API key S46.
AI modelCode, Cursor, Codex, CopilotCoding-agent integrationPaste setup prompt to have the agent write your first test S27.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
Free$0 per month S1372,000 credits/month, about 200 test runs S1375 concurrent browsers; 1 mobile session; 30-day retention S137
Pay-as-you-go$125 per month plus usage S13710,000 credits/month, about 1,000 test runs S13725 concurrent browsers; 5 Android emulators and 5 iOS simulators S137
EnterpriseCustom, test-based pricing S137SAML SSO, SCIM, audit log, priority support S137Not established

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
reddit.com325momentic, momentic ai
youtube.com223.5momentic, momentic ai
testsprite.com215momentic
testingtools.ai112momentic
aiagentstore.ai114momentic ai
matthewwoodard.com116momentic ai
bug0.com118momentic ai
ministryoftesting.com119momentic

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

No supporting public-page evidence was collected for this category.

Independent review sources discovered

No links to supported independent review platforms were discovered on the collected pages.

13

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 5.1%
MonthSource
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
featuresMo is an AI QA engineer that bug bashes your app. 117,010 bugs caught, with repro steps and evidence. Plain-English tests agents execute and maintain.https://momentic.ai/
featuresTry for free Setup for agentshttps://momentic.ai/
featuresFailure recovery is out of beta and now runs on iOS as well as web and Android. On every platform it stops after three recoveries in one run, and the temporary steps it generates never edit the test or, on mobile, the replay cache. Set `ai.failureRecovery: true` in `momentic.config.yaml` to turn it on.https://momentic.ai/docs/changelog
featuresThe `visual-assertion` agent has a new `v5`, and it is now the default for new projects and after `momentic upgrade`. It reads small text and fine positional detail more accurately, with 75% fewer errors than `v4` on our visual understanding benchmark at a similar median latency. Visual assertions still use 1x credits. Select it in workspace settings, or set `visual-assertion: v5` in `momentic.config.yaml` with `momentic` 3.60.0 or later.https://momentic.ai/docs/changelog
featuresHosted browsers and the knowledge base are generally available. Result classification, triage, and AI test selection have dropped their beta and alpha labels as well. The Explore agent is now marked Legacy in settings; use Mo for autonomous bug finding.https://momentic.ai/docs/changelog
featuresMo is live. Point Mo at your app, get bugs back. Start a bug bashhttps://momentic.ai/
features$250 in Mo credits when you sign uphttps://momentic.ai/
featuresMo is an AI QA engineer that tests your app end to end. Verify critical flows and find bugs from a prompt.https://momentic.ai/
featuresTry for free Setup for agentshttps://momentic.ai/
featuresFounding AI Engineer, Coframehttps://momentic.ai/
featuresMo is live. Point Mo at your app, get bugs back. Start a bug bashhttps://momentic.ai/blog/cross-platform-test-automation
featuresPricing. Current pricing was not provided in the supplied research. Check Momentic for available plans and commercial terms.https://momentic.ai/blog/cross-platform-test-automation
featuresResponses are generated using AI and may contain mistakes.https://momentic.ai/docs/changelog
featuresMomentic home page01https://momentic.ai/docs/changelog
featuresFailure recovery is out of beta and now runs on iOS as well as web and Android. On every platform it stops after three recoveries in one run, and the temporary steps it generates never edit the test or, on mobile, the replay cache. Set `ai.failureRecovery: true` in `momentic.config.yaml` to turn it on.https://momentic.ai/docs/changelog
featuresThe `visual-assertion` agent has a new `v5`, and it is now the default for new projects and after `momentic upgrade`. It reads small text and fine positional detail more accurately, with 75% fewer errors than `v4` on our visual understanding benchmark at a similar median latency. Visual assertions still use 1x credits. Select it in workspace settings, or set `visual-assertion: v5` in `momentic.config.yaml` with `momentic` 3.60.0 or later.https://momentic.ai/docs/changelog
featuresHosted browsers and the knowledge base are generally available. Result classification, triage, and AI test selection have dropped their beta and alpha labels as well. The Explore agent is now marked Legacy in settings; use Mo for autonomous bug finding.https://momentic.ai/docs/changelog
pricingTry for freehttps://momentic.ai/pricing
pricingFree Get startedhttps://momentic.ai/pricing
pricingPay-as-you-go Try for freehttps://momentic.ai/pricing

These are first-party product claims, not independent measurements of AI-search visibility.

14

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Competitor gapReview the sampled queries where reddit.com appears.3 first-page appearances across momentic, momentic ai

Website intelligence — Collected evidence

Website evidence gaps

  • customers: no usable public page was collected; verify whether the site publishes this evidence.
  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • changes: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Trust and proof

15

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

PlatformPageHow it was foundNote
Krain AIMomentic AI / Krain AIGrounded web search4.6 (63 reviews) ... #### Strengths ... Good UX 44% ... Innovative 40% Fast 37% Low fees 30% Good docs 27% #### Could Improve Documentation 35% Support 22% Features 22% Mobile app 21% ... Performance 21% ... Your description outlines a tool focused on operational efficiency. From a legal perspective, its utility is contingent on its compliance with data protection regulations, particularly regarding the data it processes during automated tests. The AI component introduces potential liability que
AlphrAI That Tests Your Apps – Our Momentic AI ReviewGrounded web searchAs a result of these features, testers report greatly improved test velocity and scalability. In particular, teams report up to three times faster creation of tests, eight times more frequent deployments,

Customer proof

Proof typeNamed customer or sourceEvidence
Case studyMutinycustomer case study — concern of regressions making their way into production, even as the team continued to iterate quickly across a complex, multi-service ... (85% reduction in production incidents: How Mutiny reliably ships enterprise-level GTM flows with Momentic)
Case studyQuoracustomer case study — Over the next three months, the Product Operations team automated hundreds of critical test cases. (See how Quora cut QA time from 7 hours to 30 minutes with Momentic.)
Case studyGPTZerocustomer case study — With Momentic, GPTZero transformed testing from a recurring operational drain into a leverage point for the engineering team. (80% faster release cycles: How GPTZero deploys multiple times a day while maintaining quality)

Independent mentions

  • Should you join: Momentic - next play — Momentic is small, and early, but the results they’ve published seem good: Retool now ... from 7 hours of daily QA to 30 minutes. Mutiny reduced production incidents by 85% and sped up their release cycles. GPTZero ran tests much faster (and sped up their
  • Customers / Momentic — We've already seen a 30% decrease in production incidents thanks to ... 80% faster release cycles “With Momentic, we've caught bugs that would have eluded even our most diligent internal tests ... reliable end-to-end coverage, so we can focus on features
  • Wei-Wei Wu, CEO of Momentic, on AI-native end-to-end testing / Sacra — to Momentic. We were able to see some very drastic reliability improvements moving from ... that test to Momentic, that same test achieved a 99.35% ... rate on main. The only thing that changed was the test automation tool, not the application

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

16

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipFounded in 2023, headquartered in San Francisco, with co-founders Wei-Wei Wu (CEO) and Jeff An (CTO) S1.S1
Contact and supportSupport email support@momentic.ai and shared Slack channel on paid plans S1.S1
Legal and privacyUses cookies to understand site usage S1.S1
Security and complianceIndependently audited; SAML and OIDC SSO, Admin and Member roles, and audit logs S46.S46
Uptime and status pageContractual uptime SLA for enterprise agreements S46.S46
17

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
Welcome to Momentic - MomenticDocumentationTest a running app with Mo or run repository tests locally and in CI. (source)Not dated
How to Optimize Your Mobile App Testing Strategy For Faster Releases and Fewer Production Bugs / MomenticRelease notesStruggling to achieve faster release cycles? Here’s how to revamp your mobile app testing strategy for faster releases, while maintaining quality (source)Not dated

Not found in the collected public sources: public roadmap, status page, separate help center or knowledge base.

Technical

18

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Cloud-based platform with hosted browsers and mobile emulators S1 S46.S1
Platforms and appsWeb, iOS, and Android testing supported S1.S1
API and extensibility (API, SDK, webhooks, MCP, plugins)REST API, CLI, MCP servers, and coding-agent integrations S1 S27 S46.S1
Data ownership and exportTests are YAML files you own in version control S1.S1
Performance and reliability claims6.3x parallel test execution claimed S46.S46
Release activityNot published on the collected pages.—
19

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
Domain registered2023-10-24 — NameCheap, Inc.
Domain expires2027-10-24
TLS certificateLet's Encrypt, valid, expires 2026-11-21
Security headersHSTS
Headers not servedCSP, X-Content-Type-Options, X-Frame-Options, Referrer-Policy
Server headerVercel
Mail handled bysmtp.google.com
Nameserversmeilani.ns.cloudflare.com, sevki.ns.cloudflare.com

Not measurable: wayback: rate limited by archive.org, ladder stopped after 1 probe(s). A gap here means the lookup was unavailable, not that the finding is negative.

20

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 99/100
  • Critical issues: 0
  • Warnings: 1
  • Notices: 2

Issues

SeverityIssueValueAffected URL
noticeMeta description length should be reviewed189https://momentic.ai/enterprise
warningTitle length should be reviewed69https://momentic.ai/agentic-testing
noticeMeta description length should be reviewed48https://momentic.ai/coding-agents

Crawled pages

StatusTitleH1sWordsResponseURL
200AI Testing Platform: 117k Bugs Caught \Momentic1303868 ms
200Enterprise Test Automation: SOC 2 and SSO \Momentic1202547 ms
200Customers \Momentic1165467 ms
200Pricing \Momentic1292860 ms
200Get a demo \Momentic159181 ms
200Mo, the AI QA engineer that bug bashes your app \Momentic1235340 ms
200Agentic Testing: AI Agents That Write and Repair E2E Tests \Momentic1192355 ms
200MCP Server for Cursor, AI modelCode and Codex \Momentic1221546 ms
200Agentic AI Software Testing for Web Apps \Momentic1199949 ms
200iOS App Testing Tool: Tests in Plain English \Momentic1200333 ms
200Android Automation Testing: Plain-English Tests \Momentic1193644 ms
200Test Automation Infrastructure \Momentic1199837 ms
200Momentic CLI: Run End-to-End Tests From Your Terminal1209249 mshttps://momentic.ai/cli
200GitHub Actions - Momentic11728147 mshttps://momentic.ai/docs/running-tests/ci/github-actions
200Welcome to Momentic - Momentic1975135 mshttps://momentic.ai/docs

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

21

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct43.1%
search37.8%
search organic36.8%
search paid1.0%
social10.8%
social organic5.6%
social paid5.2%
referrals2.0%
paid referrals0.0%
mail1.2%
gen ai5.1%
affiliate0.0%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Limits and method

22

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention specific competitors beyond mabl and QA Wolf in a comparison context S1. Evidence gaps include lack of detailed pricing for enterprise, no explicit uptime figures, and no independent review ratings. Open questions include how AI maintenance handles complex test scenarios and the exact credit consumption for AI-generated steps.

23

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 15 collected pages from momentic.ai, including the homepage, about, pricing, docs, and developer resources. Static and browser rendering rendering were used; external proof search was enabled but no verification requests were made. The evidence catalog includes 180 tokens, but only a subset is cited here. Limitations: no third-party reviews or customer case studies were independently verified; pricing and feature details are from Momentic's own pages.

Paid against free, in your inbox

One job at a time: the paid tools worth paying for, the free ones you can run yourself, and who should pick which.

No tracking pixels. One click to leave. We use your address to send Stack Radar and nothing else. Privacy.