Can my coding agent use Kane CLI instead of Momentic's MCP server?

Yes. Claude Code, Cursor, Codex and Gemini CLI can drive Kane CLI, which runs natural-language tests in a real Chrome browser and returns exit codes 0 to 3 for CI. Momentic offers MCP servers for web and mobile that let a coding agent write, check and save YAML tests.

Can Momentic test on real devices or Safari?

No. Momentic's docs say web tests run on Chromium, iOS tests on simulators and Android tests on emulators, and that physical devices are not supported. KaneAI tests run on 3,000+ browser and OS combinations, including Safari, and on 50,000+ real iOS and Android devices.

Can I export Momentic or KaneAI tests to Playwright?

KaneAI exports tests as Selenium, Playwright or Appium code, and Kane CLI exports flows as Playwright. Momentic stores tests as YAML files in your repository that run through its CLI. Its test portability docs say it ships no exporter, and Enterprise customers can ask for a one-time eject to open-source Playwright at contract termination.

Does Momentic support API testing?

Momentic has no dedicated API testing product. Its docs list network request, route-mocking and JavaScript steps that run inside UI tests. A KaneAI test can call an API endpoint and query a database alongside its UI steps.

How do KaneAI and Momentic pricing compare?

Momentic has a free plan with 2,000 credits a month and a $125 monthly plan with 10,000 credits. KaneAI has paid plans from $17 per agent/month (annual), Pro and Max include one concurrent cloud authoring session per agent, and Kane CLI offers 10,000 credits for 30 days. Momentic charges device time by the minute, including 15 credits a minute for iOS simulators. Every KaneAI plan is listed on the pricing page.

Which suits a developer-only team, KaneAI or Momentic?

A developer-only team testing in Chrome will find Momentic's YAML-in-Git workflow and free plan easy to adopt. If that team also needs Safari, physical phones or code export, Kane CLI gives developers the terminal workflow with TestMu AI's devices behind it.

Which security certifications do KaneAI and Momentic list?

Momentic lists SOC 2 Type 2 on all plans, with SAML SSO, SCIM, audit logs and an uptime SLA on Enterprise. TestMu AI lists SOC 2 Type II, ISO 27001, PCI DSS, HIPAA, GDPR, and CCPA compliance, and KaneAI supports SSO, RBAC and audit logs.

How do I migrate from Momentic to KaneAI?

Use each Momentic YAML test's natural-language steps as the brief, paste them into KaneAI or Kane CLI, review the drafted plan and save it. Re-create modules and variables, then run the suite on HyperExecute and real devices alongside Momentic for one release.

KaneAI vs Momentic (2026): Devices, Code Export and Pricing Compared

Momentic fits developers testing in Chromium. KaneAI by TestMu AI (formerly LambdaTest) fits mixed teams that also need Safari, Firefox or real phones.

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KaneAI vs Momentic: Feature Comparison

Based on Momentic's public pricing and docs and TestMu AI's own pages, read 4 November 2026. KaneAI adds Safari, Firefox, real devices and code export.

Top Choice

Features

KaneAI

Momentic

Primary Author

Manual testers, PMs and QA engineers (web UI); developers and coding agents (Kane CLI)

Developers and coding agents

Test Format

KaneAI workspace with versions; Kane CLI test.md files in your repo

YAML files in your repo

Coding Agents

Kane CLI driven by Claude Code, Cursor, Codex, Gemini CLI

Web and mobile MCP servers

Web Browsers

3,000+ browser and OS combinations, incl. Safari, Firefox, Edge

Chromium

Mobile

Native and mobile web on 50,000+ real devices; Kane CLI on emulators and simulators

iOS simulators and Android emulators; no physical devices

API Testing

API endpoint and database steps

No dedicated API testing; network request and route-mocking steps in UI tests

Code Export

Selenium, Playwright, Appium

No exporter; Enterprise one-time Playwright eject at contract end

AI QA Agent on PRs

KaneAI GitHub app (beta)

Mo, generally available, on PR preview deployments

Pricing

Paid plans from $17 per agent/month (annual)

Free; $125/month; Enterprise

Concurrency

1 concurrent cloud authoring session per agent (Pro, Max); Enterprise custom

Free: 5 browsers + 1 mobile; Pay-as-you-go: 25 browsers, 5 Android, 5 iOS

Methodology

How We Compared KaneAI and Momentic

KaneAI is our product, which makes Momentic a rival. Momentic's $15M Series A (November 2025) and customers such as Notion, Quora, Webflow and Xero come from its own announcement, and every Momentic detail on this page was read on momentic.ai on 4 November 2026. For a wider shortlist, see our Momentic AI alternative roundup.

Last updated

6 November 2026

What we compared

25 feature rows and 9 pricing and security rows

Sources

Momentic pricing and docs; TestMu AI pricing, product and docs pages; our editorial policy processes

KaneAI vs Momentic: Authoring, Coding Agents, Devices and Self-Healing

Sources: Momentic's docs and auto-maintenance pages, and our Kane CLI, real device cloud and KaneAI auto-heal pages.

Top Choice

Features

KaneAI

Momentic

Who Writes the Tests: Developers in Git or a Mixed Team

Who Authors

Manual testers and PMs in the web UI; engineers in Kane CLI

Developers, in YAML files in the repository

Ways to Start a Test

A sentence, Jira ticket, PRD as PDF, screenshot, audio note or video, or one click-through of the flow

Natural-language steps written in YAML, or a coding agent through MCP

Review Step

Approve the scenarios KaneAI drafts as must, should and could have

Test changes reviewed as pull requests

Best Fit

Mixed teams of testers, PMs and engineers

Teams where engineers own quality end to end

Coding Agents: Kane CLI or Momentic's MCP Servers

How an Agent Connects

Calls Kane CLI from Claude Code, Cursor, Codex or Gemini CLI

Web and mobile MCP servers

What the Agent Does

Runs natural-language objectives in a real Chrome browser and gets pass or fail with evidence

Authors a test, checks it in a live session and saves the YAML

Saved Test

A test.md file next to the code

A YAML file in the repository

Repeat Runs

Unchanged steps replay from cache with no LLM cost

Cached steps replay without an LLM call

GitHub Actions, GitLab CI and Jenkins; exit codes 0 pass, 1 fail, 2 setup or auth error, 3 timeout

GitHub Actions checks; CircleCI and Bitrise examples in its docs

Browsers and Devices

Desktop Browsers

3,000+ browser and OS combinations, including Safari on macOS and Firefox and Edge on Windows

Chromium

Real Phones

50,000+ real iOS and Android devices; KaneAI Max authors native mobile tests in the cloud

Not supported, per Momentic's docs

Emulators and Simulators

Kane CLI runs on local emulators and simulators

iOS simulators and Android emulators

Self-Healing and What Changes Your Test

Broken Locator

Auto-Heal swaps it during the run; the saved test stays the same

Re-finds the stale element from the step's description; the test stays the same

Run Order

Approved steps run in the same order every time

Failure recovery can insert temporary steps, such as closing a cookie banner, up to three times a run

Rewritten Steps

Adaptive Heal saves a new version you approve; Kane CLI records the re-authored step for review

Triage agent tests a fix in a live browser and opens a repair pull request by default

Run Momentic Test Steps in KaneAI on Safari and Real Phones

Paste a Momentic test's natural-language steps into KaneAI, review the plan it drafts, and run it on real browsers and devices.

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KaneAI vs Momentic: Pricing, Concurrency and Security

Momentic's pricing has a free plan and no annual term. Each KaneAI plan includes test case generation and a Test Manager seat. Checked 4 November 2026.

Top Choice

Features

KaneAI

Momentic

Free Offer

Kane CLI: 10,000 credits for 30 days

Free plan: $0, 2,000 credits a month; runs stop at the limit

Entry Paid Plan

Starter: $17 per agent/month (annual), 2,000 credits, local authoring via Kane CLI

Pay-as-you-go: $125/month, 10,000 credits, $0.01875 per extra credit

Cloud Authoring

Pro $89 (web) and Max $179 (web and mobile) per agent/month (annual)

Included

Concurrency

1 concurrent cloud authoring session per agent (Pro, Max); Enterprise custom

Free: 5 browsers + 1 mobile; Pay-as-you-go: 25 browsers, 5 Android, 5 iOS

Step Credits

Credits per step; vision validation and auto-heal 1.5 to 2.5 a step

1 credit a step; AI or recovery steps 2

AI Analysis Credits

AI root-cause analysis: 12 credits

Failure classification 100, triage 500, AI test selection 300 per run

Device Time

Real-device automation: separate plan from $199 per parallel/month (annual)

Browser 1 credit/min; Android emulator 8/min; iOS simulator 15/min (75 for 5 minutes)

Billing

Annual list prices; monthly $19, $99 and $199

Credits reset each billing cycle and don't roll over

Security

SOC 2 Type II, ISO 27001, PCI DSS, HIPAA, GDPR, and CCPA; SSO, RBAC, audit logs

SOC 2 Type 2 on all plans; SAML SSO, SCIM, audit logs, SLA on Enterprise

When Is Momentic a Better Fit Than KaneAI?

Free Plan and a $125 Monthly Tier

Start at $0 with 2,000 credits a month, then move to Pay-as-you-go at $125 a month with no annual commitment.

YAML Tests in Your Repo by Default

Every test is a YAML file of natural-language steps in Git, so changes go through the same code review as the app.

Mo, an AI QA Agent for PRs

Mo is generally available and runs on PR preview deployments, then posts what it finds.

More Entry-Tier Concurrency

Pay-as-you-go runs 25 browsers plus 5 Android and 5 iOS sessions at once; Free runs 5 browsers and 1 mobile.

SOC 2 Type 2 on Every Plan

Momentic lists SOC 2 Type 2 on all plans, Free included, with SAML SSO, SCIM and an SLA on Enterprise.

Quick Setup With CLI and YAML

Install the CLI, write YAML and run in CI, with GitHub Actions checks plus CircleCI and Bitrise examples in its docs.

When Is KaneAI a Better Fit Than Momentic?

KaneAI is the stronger pick when your tests must reach beyond Chromium or your authors are not all developers.

1. Safari, Firefox and Real Phones
Your users need Safari, Firefox or physical iPhones and Android phones in the test plan, beyond Chromium and simulators.
2. Selenium, Playwright or Appium Code
Tests should leave KaneAI as Selenium, Playwright or Appium files that your team owns and can run anywhere.
3. Testers and PMs Who Write Tests
Manual testers and PMs author from Jira tickets, PDFs, audio or video, and approve each plan KaneAI drafts.
4. API and Database Steps in One Test
Your tests need API endpoint calls and database checks next to the UI steps, in the same KaneAI test.
5. One Vendor From Authoring to Devices
Authoring, real devices, HyperExecute orchestration and test management come from one vendor, TestMu AI.

How to Move From Momentic to KaneAI

Collect Your Momentic YAML Tests

Gather the test and module YAML files from your repository
Their natural-language steps are a ready brief for KaneAI

Re-create Each Test in KaneAI

Paste each test into KaneAI, or hand it to Kane CLI from your coding agent
Review the drafted plan, then save it
Rebuild Momentic modules and variables as KaneAI modules and parameters

Run Both Suites for One Release

Run the KaneAI suite on HyperExecute and real devices next to Momentic
The Momentic to KaneAI migration guide covers each step

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Reviews of KaneAI From QA and Engineering Teams

Excited to Share My Learning Journey with Kane AI & Lambda Tool!
I'm pleased to announce that I've recently gained hands-on experience exploring Kane AI through the Lambda Tool and it’s been a fantastic journey of upskilling!

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Attended an onboarding call for KaneAI by TestMu AI.
KaneAI is the world's first end-to-end software testing agent.

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I just discovered KaneAI by TestMu AI, and it's a game-changer! Let me walk you through how it's transforming my testing workflow

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