# What other tools map, and who decides what goes in

We read 26 products and research prototypes in five groups: what each maps, whether a person approves the map, what it outputs and what it costs. Each cell quotes the vendor's own page. Where a vendor doesn't say, the cell says "not stated".

read 28 Sep 2026 · the vendors' own words, quoted · "not stated" where a vendor doesn't say · featkpr's row from its own records and plan

featkpr holds it waiting on a person, or being built not built yet

## The short answer

Most tools keep tests, sessions or code as their record, and the tool decides what goes in. A few now draw a map before they write tests: QA Wolf, Autonoma, Checksum and Momentic. Momentic's app graph comes nearest to featkpr: product areas, features and journeys, with a queue where you approve or reject each addition. Its own docs say it is in alpha, behind a waitlist, and built from test runs, so a feature no test has walked isn't in it. [9](https://featkpr.com/compare#s-9) [6](https://featkpr.com/compare#s-6) [20](https://featkpr.com/compare#s-20) [17](https://featkpr.com/compare#s-17)

keeps: features or flows decides: a person approves each piece

AI test tools [Momentic](https://featkpr.com/compare#p-momentic) (alpha)

keeps: features, flows and goals, linked decides: a person approves each piece

**featkpr**

keeps: tests or recorded sessions decides: people steer or edit it

AI test tools [Playwright](https://featkpr.com/compare#p-playwright)

keeps: code, pages, APIs or events decides: people steer or edit it

Code maps [Swimm](https://featkpr.com/compare#p-swimm)

keeps: features or flows decides: people steer or edit it

AI test tools [QA Wolf](https://featkpr.com/compare#p-qawolf) , [Checksum](https://featkpr.com/compare#p-checksum) , [Autonoma](https://featkpr.com/compare#p-autonoma)

Analytics [Fullstory](https://featkpr.com/compare#p-fullstory)

Research [ScenGen](https://featkpr.com/compare#p-scengen)

keeps: tests or recorded sessions decides: the tool decides

AI test tools [Meticulous](https://featkpr.com/compare#p-meticulous) , [Testim](https://featkpr.com/compare#p-testim) , [Reflect](https://featkpr.com/compare#p-reflect)

keeps: code, pages, APIs or events decides: the tool decides

AI test tools [mabl](https://featkpr.com/compare#p-mabl) , [Qodo](https://featkpr.com/compare#p-qodo)

Code maps [Sourcegraph](https://featkpr.com/compare#p-sourcegraph) , [CodeSee](https://featkpr.com/compare#p-codesee) , [Greptile](https://featkpr.com/compare#p-greptile) , [DeepWiki](https://featkpr.com/compare#p-deepwiki)

Security testers [Escape](https://featkpr.com/compare#p-escape) , [StackHawk](https://featkpr.com/compare#p-stackhawk) , [Pynt](https://featkpr.com/compare#p-pynt) , [Akto](https://featkpr.com/compare#p-akto) , [Bright](https://featkpr.com/compare#p-bright)

keeps: features or flows decides: the tool decides

AI test tools [Octomind](https://featkpr.com/compare#p-octomind)

Analytics [PostHog](https://featkpr.com/compare#p-posthog) , [Heap](https://featkpr.com/compare#p-heap)

Research [AutoE2E and E2EBench](https://featkpr.com/compare#p-autoe2e)

Each product sits where its own pages put it (the matrix below has the quotes). featkpr's dot is open: on BookStack its flows still wait on a person, 149 of 149 (28 Sep 2026).

## Eight things, product by product

The columns are what featkpr does, so the table measures others against our frame. The last three sections say where they are ahead of us.

the vendor says it does this narrower, or only in alpha not stated featkpr's own state

**Features**

a map of what the app can do, feature by feature

**Flows, links**

the flows people take, or which feature leads to which

**Goals**

the outcomes people reach at the end of a flow

**A person decides**

a person approves or rejects each piece of the map

**Tests**

tests built on top, and in what

**Permissions**

checks of who may reach what

**Change impact**

what a change reaches, before it merges

**Telemetry**

what the app does as it runs, recorded or traced

featkpr and 5 groups of other tools, by what each maps and does; each cell with its source number

| Product | Features | Flows, links | Goals | A person decides | Tests | Permissions | Change impact | Telemetry |

|---|---|---|---|---|---|---|---|---|

| **featkpr** our own records | 312 features in 13 modules, from the code and a crawl [1](https://featkpr.com/compare#s-1) | 149 flows; which feature leads to which (the Flows tree) [2](https://featkpr.com/compare#s-2) | 88 goals, each flow ends on one [2](https://featkpr.com/compare#s-2) | every piece goes to a person; 149 of 149 still waiting [2](https://featkpr.com/compare#s-2) | 497 pytest tests from templates; browser tests not built [1](https://featkpr.com/compare#s-1) | each test sent again as the wrong user: 276 proven [1](https://featkpr.com/compare#s-1) | a first verdict on BookStack #6213: 19 held, 0 broke [3](https://featkpr.com/compare#s-3) | effects and OpenTelemetry on runs: being built [4](https://featkpr.com/compare#s-4) |

| [AI end-to-end test tools](https://featkpr.com/compare#g-e2e) |  |  |  |  |  |  |  |  |

| [QA Wolf](https://www.qawolf.com/) read: [6](https://featkpr.com/compare#s-6) [5](https://featkpr.com/compare#s-5) not stated: Goals, Change impact, Telemetry | features and user workflows [6](https://featkpr.com/compare#s-6) | user workflows, across users and devices [6](https://featkpr.com/compare#s-6) | not stated | asks you for domain knowledge to fill gaps [5](https://featkpr.com/compare#s-5) | Playwright and Appium code [5](https://featkpr.com/compare#s-5) | not stated ; switches user roles while mapping [6](https://featkpr.com/compare#s-6) | not stated | not stated |

| [Momentic](https://momentic.ai/) app graph in alpha read: [9](https://featkpr.com/compare#s-9) [8](https://featkpr.com/compare#s-8) [10](https://featkpr.com/compare#s-10) not stated: Goals, Permissions, Telemetry | product areas and features, in alpha [9](https://featkpr.com/compare#s-9) | journeys, variants and segments, in alpha [9](https://featkpr.com/compare#s-9) | not stated | approve or reject each proposal, in alpha [9](https://featkpr.com/compare#s-9) | plain-English tests agents run [8](https://featkpr.com/compare#s-8) | not stated | reads a git diff, runs a focused set [10](https://featkpr.com/compare#s-10) | not stated |

| [Octomind](https://octomind.dev/) read: [12](https://featkpr.com/compare#s-12) not stated: Features, Goals, A person decides, Permissions, Change impact, Telemetry | not stated | user flows its agents identify [12](https://featkpr.com/compare#s-12) | not stated | not stated | Playwright code, generated before each run [12](https://featkpr.com/compare#s-12) | not stated | not stated | not stated |

| [Meticulous](https://www.meticulous.ai/) read: [14](https://featkpr.com/compare#s-14) [15](https://featkpr.com/compare#s-15) not stated: Features, Goals, Permissions | not stated | recorded sessions of real use [15](https://featkpr.com/compare#s-15) | not stated | not stated ; you review each pull request's changes, not a map [15](https://featkpr.com/compare#s-15) | visual end-to-end tests, replayed [14](https://featkpr.com/compare#s-14) | not stated | impact across user workflows before merge [14](https://featkpr.com/compare#s-14) | records sessions in your environments [15](https://featkpr.com/compare#s-15) |

| [Checksum](https://checksum.ai/) read: [17](https://featkpr.com/compare#s-17) [16](https://featkpr.com/compare#s-16) [18](https://featkpr.com/compare#s-18) not stated: Goals, Permissions | collections, grouped by feature area [17](https://featkpr.com/compare#s-17) | test flows, each a user journey [17](https://featkpr.com/compare#s-17) | not stated | you answer its questions; its engineers verify the tests [17](https://featkpr.com/compare#s-17) | Playwright and API tests [16](https://featkpr.com/compare#s-16) | not stated | test IDs "most likely affected" by changed files [18](https://featkpr.com/compare#s-18) | monitors production errors [16](https://featkpr.com/compare#s-16) |

| [Autonoma](https://getautonoma.com/) read: [20](https://featkpr.com/compare#s-20) [19](https://featkpr.com/compare#s-19) [22](https://featkpr.com/compare#s-22) not stated: Goals, Permissions, Telemetry | pages, routes, features and flows, from the code [20](https://featkpr.com/compare#s-20) | user flows and edge cases [19](https://featkpr.com/compare#s-19) | not stated | read each file as it is written; steer a failed step [20](https://featkpr.com/compare#s-20) | tests agents run in real browsers, no test code [19](https://featkpr.com/compare#s-19) | not stated | which tests a pull request might affect, judged by an agent [22](https://featkpr.com/compare#s-22) | not stated |

| [mabl](https://www.mabl.com/) read: [25](https://featkpr.com/compare#s-25) [23](https://featkpr.com/compare#s-23) not stated: Flows, links, Goals, A person decides, Permissions, Change impact, Telemetry | page coverage, from a link crawler [25](https://featkpr.com/compare#s-25) | not stated | not stated | not stated | low-code tests for web, mobile and API [23](https://featkpr.com/compare#s-23) | not stated | not stated | not stated |

| [Testim (Tricentis)](https://www.testim.io/) read: [26](https://featkpr.com/compare#s-26) not stated: Features, Flows, links, Goals, A person decides, Permissions, Change impact, Telemetry | not stated | not stated | not stated | not stated | tests built from a description, or recorded [26](https://featkpr.com/compare#s-26) | not stated | not stated | not stated |

| [Reflect (SmartBear)](https://smartbear.com/product/reflect/) read: [27](https://featkpr.com/compare#s-27) not stated: Features, Flows, links, Goals, A person decides, Permissions, Change impact, Telemetry | not stated | not stated | not stated | not stated | codeless web and mobile tests [27](https://featkpr.com/compare#s-27) | not stated | not stated | not stated |

| [Qodo](https://www.qodo.ai/) read: [29](https://featkpr.com/compare#s-29) [31](https://featkpr.com/compare#s-31) not stated: Features, Flows, links, Goals, A person decides, Permissions, Telemetry | not stated | not stated | not stated | not stated | its test generator (mostly unit tests) is no longer maintained [31](https://featkpr.com/compare#s-31) | not stated | reviews each pull request with codebase context [29](https://featkpr.com/compare#s-29) | not stated |

| [Playwright (codegen, test agents, MCP)](https://playwright.dev/) read: [33](https://featkpr.com/compare#s-33) [32](https://featkpr.com/compare#s-32) not stated: Features, Goals, Permissions, Change impact, Telemetry | not stated | a plan of scenarios and user flows, per request [33](https://featkpr.com/compare#s-33) | not stated | not stated ; the plan is a Markdown file [33](https://featkpr.com/compare#s-33) | Playwright tests, recorded or generated [32](https://featkpr.com/compare#s-32) | not stated | not stated | not stated |

| [Code understanding and code maps](https://featkpr.com/compare#g-code) |  |  |  |  |  |  |  |  |

| [Sourcegraph](https://sourcegraph.com/) read: [36](https://featkpr.com/compare#s-36) [35](https://featkpr.com/compare#s-35) not stated: Flows, links, Goals, A person decides, Tests, Permissions, Telemetry | not stated ; maps code: search and navigation [36](https://featkpr.com/compare#s-36) | not stated | not stated | not stated | not stated | not stated | not stated ; batch changes across repositories [36](https://featkpr.com/compare#s-36) | not stated |

| [CodeSee (GitKraken)](https://www.gitkraken.com/) read: [37](https://featkpr.com/compare#s-37) not stated: Flows, links, Goals, A person decides, Tests, Permissions, Change impact, Telemetry | not stated ; code visualizations, now in GitKraken [37](https://featkpr.com/compare#s-37) | not stated | not stated | not stated | not stated | not stated | not stated | not stated |

| [Swimm](https://swimm.io/) read: [38](https://featkpr.com/compare#s-38) not stated: Features, Goals, Tests, Permissions, Change impact, Telemetry | not stated | code dependencies and data flows [38](https://featkpr.com/compare#s-38) | not stated | Swimm's experts validate the output [38](https://featkpr.com/compare#s-38) | not stated | not stated | not stated | not stated |

| [Greptile](https://www.greptile.com/) read: [39](https://featkpr.com/compare#s-39) not stated: Flows, links, Goals, A person decides, Tests, Permissions, Telemetry | not stated ; a graph of functions, classes and dependencies [39](https://featkpr.com/compare#s-39) | not stated | not stated | not stated | not stated | not stated | how a change affects the code, in review [39](https://featkpr.com/compare#s-39) | not stated |

| [DeepWiki (Cognition)](https://deepwiki.com/) read: [41](https://featkpr.com/compare#s-41) not stated: Features, Flows, links, Goals, A person decides, Tests, Permissions, Change impact, Telemetry | not stated | not stated | not stated | not stated | not stated | not stated | not stated | not stated |

| [Product analytics and journeys from real traffic](https://featkpr.com/compare#g-analytics) |  |  |  |  |  |  |  |  |

| [PostHog](https://posthog.com/) read: [43](https://featkpr.com/compare#s-43) [44](https://featkpr.com/compare#s-44) [46](https://featkpr.com/compare#s-46) not stated: Features, Goals, A person decides, Tests, Permissions, Change impact | not stated | user paths, from real traffic [44](https://featkpr.com/compare#s-44) | not stated | not stated | not stated | not stated | not stated | events, session replay, error tracking, logs [46](https://featkpr.com/compare#s-46) |

| [Heap (Contentsquare)](https://www.heap.io/) read: [47](https://featkpr.com/compare#s-47) not stated: Features, A person decides, Tests, Permissions, Change impact | not stated | the paths users take, from real traffic [47](https://featkpr.com/compare#s-47) | the events that correlate with conversion [47](https://featkpr.com/compare#s-47) | not stated | not stated | not stated | not stated | everything users do on your site [47](https://featkpr.com/compare#s-47) |

| [Fullstory](https://www.fullstory.com/) read: [49](https://featkpr.com/compare#s-49) [50](https://featkpr.com/compare#s-50) not stated: Features, Goals, Tests, Permissions, Change impact | not stated | step-by-step page navigation, from real traffic [50](https://featkpr.com/compare#s-50) | not stated | suggests page groups for you to review [50](https://featkpr.com/compare#s-50) | not stated | not stated | not stated | captures every user interaction [49](https://featkpr.com/compare#s-49) |

| [Permission and API security testing](https://featkpr.com/compare#g-security) |  |  |  |  |  |  |  |  |

| [Escape](https://escape.tech/) read: [52](https://featkpr.com/compare#s-52) [54](https://featkpr.com/compare#s-54) [53](https://featkpr.com/compare#s-53) not stated: Flows, links, Goals, A person decides, Change impact, Telemetry | discovers applications, APIs and assets [52](https://featkpr.com/compare#s-52) | not stated | not stated | not stated | not stated ; findings and pentest reports [54](https://featkpr.com/compare#s-54) | BOLA, IDOR, access control flaws [53](https://featkpr.com/compare#s-53) | not stated | not stated |

| [StackHawk](https://www.stackhawk.com/) read: [55](https://featkpr.com/compare#s-55) [56](https://featkpr.com/compare#s-56) not stated: Features, Flows, links, Goals, A person decides, Change impact, Telemetry | not stated | not stated | not stated | not stated | not stated ; scans, run by your coding agent [55](https://featkpr.com/compare#s-55) | two users at once: BOLA, BFLA [56](https://featkpr.com/compare#s-56) | not stated | not stated |

| [Pynt](https://www.pynt.io/) read: [58](https://featkpr.com/compare#s-58) not stated: Flows, links, Goals, A person decides, Tests, Change impact | an API catalog from traffic and test tools [58](https://featkpr.com/compare#s-58) | not stated | not stated | not stated | not stated | broken authorization: BOLA, BFLA [58](https://featkpr.com/compare#s-58) | not stated | reads live traffic [58](https://featkpr.com/compare#s-58) |

| [Akto](https://www.akto.io/) read: [60](https://featkpr.com/compare#s-60) [59](https://featkpr.com/compare#s-59) not stated: Flows, links, Goals, A person decides, Tests, Change impact | an API inventory from live traffic [60](https://featkpr.com/compare#s-60) | not stated | not stated | not stated | not stated | OWASP Top 10, BOLA among them [59](https://featkpr.com/compare#s-59) | not stated | reads mirrored traffic [59](https://featkpr.com/compare#s-59) |

| [Bright](https://brightsec.com/) read: [62](https://featkpr.com/compare#s-62) not stated: Flows, links, Goals, A person decides, Tests, Change impact, Telemetry | discovers your attack surface [62](https://featkpr.com/compare#s-62) | not stated | not stated | not stated | not stated | business logic, among its DAST checks [62](https://featkpr.com/compare#s-62) | not stated | not stated |

| [Research prototypes](https://featkpr.com/compare#g-research) |  |  |  |  |  |  |  |  |

| [AutoE2E and E2EBench](https://arxiv.org/abs/2408.01894) read: [64](https://featkpr.com/compare#s-64) [63](https://featkpr.com/compare#s-63) not stated: Goals, A person decides, Permissions, Change impact, Telemetry | features inferred from the running app [64](https://featkpr.com/compare#s-64) | a feature is an ordered sequence of user operations [64](https://featkpr.com/compare#s-64) | not stated | not stated | end-to-end test scenarios [63](https://featkpr.com/compare#s-63) | not stated | not stated | not stated |

| [ScenGen](https://arxiv.org/abs/2506.05079) read: [66](https://featkpr.com/compare#s-66) not stated: Features, Goals, A person decides, Permissions, Change impact, Telemetry | not stated | guided by testing scenarios a person gives it [66](https://featkpr.com/compare#s-66) | not stated | not stated | GUI tests for mobile apps [66](https://featkpr.com/compare#s-66) | not stated | not stated | not stated |

## AI end-to-end test tools

11 read on 28 Sep 2026 · QA Wolf, Momentic, Octomind, Meticulous, Checksum, Autonoma, mabl, Testim, Reflect, Qodo, Playwright

### Where featkpr overlaps, and where it doesn't

This is where featkpr overlaps most. QA Wolf, Autonoma, Checksum and Momentic each map an app before they write tests, and Octomind's agents look for its user flows. They map in order to test: the tests are the product, and the map serves them. featkpr keeps the map as the product and puts each piece to a person; tests are one layer on it. Momentic's app graph is the one design with a person approving each addition, and it is in alpha. None of these pages mentions goals, or checking each test as the wrong user. [6](https://featkpr.com/compare#s-6) [19](https://featkpr.com/compare#s-19) [17](https://featkpr.com/compare#s-17) [9](https://featkpr.com/compare#s-9) [12](https://featkpr.com/compare#s-12)

### Where they are ahead

They are ahead on nearly everything that runs: tests in real browsers and on phones, parallel runs at scale, healing broken tests, CI integrations, public prices and named customers. featkpr's tests call the app directly; browser tests are on the plan, not built.

AI end-to-end test tools: each product in its own words, what it outputs, whether it is open source or runs on your machines, and its price

| Product | In its own words | What it outputs | Self-host, open source | Price, as stated |

|---|---|---|---|---|

| [QA Wolf](https://featkpr.com/compare#p-qawolf) | QA Wolf’s Mapping Agent independently navigates an application and creates a detailed map of its features and user workflows. [6](https://featkpr.com/compare#s-6) | Playwright and Appium tests, exportable | tests exportable as open-source Playwright; platform hosted | 1¢ per AI credit, 15¢ per runner minute; coverage as a service by quote [7](https://featkpr.com/compare#s-7) |

| [Momentic](https://featkpr.com/compare#p-momentic) | States are clustered into a taxonomy of product areas, features, journeys, variants, and segments. [9](https://featkpr.com/compare#s-9) | plain-English tests on web, iOS and Android | runs on your machines, in CI or hosted; open source not stated | free: 2,000 credits a month; pay as you go: $125 a month plus usage; enterprise by quote [11](https://featkpr.com/compare#s-11) |

| [Octomind](https://featkpr.com/compare#p-octomind) | Our AI agents mimic human users (i.e., clicks input fields, signs up for newsletter) to navigate apps, interpret app intent, and identify all relevant user flows. [12](https://featkpr.com/compare#s-12) | Playwright tests | not stated | not read: octomind.dev did not resolve on 28 Sep 2026 [13](https://featkpr.com/compare#s-13) |

| [Meticulous](https://featkpr.com/compare#p-meticulous) | Open a pull request, and see the impact it will have across user workflows before you hit merge [14](https://featkpr.com/compare#s-14) | visual browser tests, replayed from recorded sessions | not stated | enterprise, by email; no public price page [15](https://featkpr.com/compare#s-15) |

| [Checksum](https://featkpr.com/compare#p-checksum) | A test flow describes a specific user journey [17](https://featkpr.com/compare#s-17) | Playwright tests, delivered as pull requests | not stated | by the number of workflows maintained; no figures published [16](https://featkpr.com/compare#s-16) |

| [Autonoma](https://featkpr.com/compare#p-autonoma) | Autonoma explores your codebase, maps every page, user flow, and edge case, and drafts a full test plan [19](https://featkpr.com/compare#s-19) | tests in plain language, run by agents on Playwright and Appium | self-hosted for free; source under the Business Source License 1.1 | $0 to start with 100K credits, then $100 per 150K credits; self-hosted free [19](https://featkpr.com/compare#s-19) |

| [mabl](https://featkpr.com/compare#p-mabl) | Don't build tests, build trust [23](https://featkpr.com/compare#s-23) | mabl tests for web, mobile and API | not stated | by quote; 500 cloud-run credits a month to start; free trial [24](https://featkpr.com/compare#s-24) |

| [Testim (Tricentis)](https://featkpr.com/compare#p-testim) | Simply describe what you need and Agentic Test Automation uses custom agent workers to build the test automatically. [26](https://featkpr.com/compare#s-26) | Testim tests for web, mobile and Salesforce | not stated | a free account; paid plans not read [26](https://featkpr.com/compare#s-26) |

| [Reflect (SmartBear)](https://featkpr.com/compare#p-reflect) | AI-powered test automation that maintains application integrity across every layer of your stack [27](https://featkpr.com/compare#s-27) | codeless tests for web and mobile | not stated | 14-day trial; plans of 5,000, 20,000 and 40,000 credits a month, priced by sales [28](https://featkpr.com/compare#s-28) |

| [Qodo](https://featkpr.com/compare#p-qodo) | Code review for agents. Governance for humans. [29](https://featkpr.com/compare#s-29) | code review comments on pull requests | free for open-source projects | Pro Team from $30 with credit packs; 14-day trial; enterprise by quote [30](https://featkpr.com/compare#s-30) |

| [Playwright (codegen, test agents, MCP)](https://featkpr.com/compare#p-playwright) | planner explores the app and produces a Markdown test plan [33](https://featkpr.com/compare#s-33) | Playwright tests; a Markdown plan; a browser for agents over MCP | open source, Apache-2.0 | free [34](https://featkpr.com/compare#s-34) |

## Code understanding and code maps

5 read on 28 Sep 2026 · Sourcegraph, CodeSee, Swimm, Greptile, DeepWiki

### Where featkpr overlaps, and where it doesn't

These read the code, as featkpr does. What they map is the code: repositories, symbols, dependencies and data flows (Swimm), or a graph of functions to review a change (Greptile). None of the pages read speaks of features a user sees, flows or goals, or of a person approving the map; Swimm's own experts validate its output. [35](https://featkpr.com/compare#s-35) [38](https://featkpr.com/compare#s-38) [39](https://featkpr.com/compare#s-39)

### Where they are ahead

They handle far larger codebases, answer questions about any line, review pull requests, and several run inside your own network. DeepWiki covers public repositories for free.

Code understanding and code maps: each product in its own words, what it outputs, whether it is open source or runs on your machines, and its price

| Product | In its own words | What it outputs | Self-host, open source | Price, as stated |

|---|---|---|---|---|

| [Sourcegraph](https://featkpr.com/compare#p-sourcegraph) | Give humans and agents complete context to understand, oversee, and evolve the world's largest, most complex codebases. [35](https://featkpr.com/compare#s-35) | code search, answers, batch changes | self-hosted on the Enterprise plan | from $16K a year, minimum annual contract [36](https://featkpr.com/compare#s-36) |

| [CodeSee (GitKraken)](https://featkpr.com/compare#p-codesee) | GitKraken, the leader in developer tooling, today announced it has acquired code health innovator, CodeSee [37](https://featkpr.com/compare#s-37) | part of GitKraken since May 2024; codesee.io answered 404 on 28 Sep 2026 | not stated | not stated [37](https://featkpr.com/compare#s-37) |

| [Swimm](https://featkpr.com/compare#p-swimm) | Our proprietary engine maps dependencies, entry points, data flows, dead code, and cross-repo relationships. [38](https://featkpr.com/compare#s-38) | dependency maps, documented flows, extracted business logic, over MCP | not stated | not stated; sold as modernisation services [38](https://featkpr.com/compare#s-38) |

| [Greptile](https://featkpr.com/compare#p-greptile) | Greptile builds a graph of your entire repository to understand how changes affect the whole system. [39](https://featkpr.com/compare#s-39) | review comments on pull requests | self-hosted on Enterprise | free for one developer; Pro $30 a seat a month; enterprise by quote [40](https://featkpr.com/compare#s-40) |

| [DeepWiki (Cognition)](https://featkpr.com/compare#p-deepwiki) | DeepWiki provides up-to-date documentation you can talk to, for every repo in the world. [41](https://featkpr.com/compare#s-41) | a wiki per repository that you can ask questions | not stated | free for public repositories; private ones through a Devin account [42](https://featkpr.com/compare#s-42) |

## Product analytics and journeys from real traffic

3 read on 28 Sep 2026 · PostHog, Heap, Fullstory

### Where featkpr overlaps, and where it doesn't

PostHog, Heap and Fullstory draw journeys from what real users did: paths, drop-offs, page-to-page navigation. featkpr drafts flows from the code and a crawl before anyone has used them, so it can show a path nobody took. The two answer different questions, and a path from traffic says how often; featkpr's cannot. Fullstory suggests page groupings for you to review, the one review step in this group. [44](https://featkpr.com/compare#s-44) [47](https://featkpr.com/compare#s-47) [50](https://featkpr.com/compare#s-50)

### Where they are ahead

They see real usage at scale: funnels, conversion, replays and drop-offs. featkpr sees only a test copy; mining real traces is an idea, not on the plan's weeks.

Product analytics and journeys from real traffic: each product in its own words, what it outputs, whether it is open source or runs on your machines, and its price

| Product | In its own words | What it outputs | Self-host, open source | Price, as stated |

|---|---|---|---|---|

| [PostHog](https://featkpr.com/compare#p-posthog) | User paths are a type of insight that enable you to follow users along their journey through your product and determine where the biggest drop-offs are. [44](https://featkpr.com/compare#s-44) | analytics, replays, flags, experiments | open source, MIT (expat) except the ee directory; a self-hosted hobby deploy | free each month up to 1M events and 5K replays; then by usage [45](https://featkpr.com/compare#s-45) |

| [Heap (Contentsquare)](https://featkpr.com/compare#p-heap) | Heap’s data science tools show you the alternate paths users take, the amount of effort it takes users to get through any flow, and the events that most correlate with conversion and retention. [47](https://featkpr.com/compare#s-47) | analytics and journeys | not stated | free up to 10k monthly sessions; larger plans by quote [48](https://featkpr.com/compare#s-48) |

| [Fullstory](https://featkpr.com/compare#p-fullstory) | Fullstory Journeys help you visualize how users explore your site, showing you step-by-step page navigation and other key interactions along the way. [50](https://featkpr.com/compare#s-50) | journeys, replays, analytics | not stated | Business, Advanced and Enterprise plans; Journeys on Advanced and Enterprise; prices not stated [51](https://featkpr.com/compare#s-51) |

## Permission and API security testing

5 read on 28 Sep 2026 · Escape, StackHawk, Pynt, Akto, Bright

### Where featkpr overlaps, and where it doesn't

These test access control, the same thing featkpr's wrong-user check does, and more: StackHawk sends requests as two users to find BOLA and BFLA, and Escape, Pynt and Akto name BOLA and IDOR among their checks. They build an inventory of APIs from traffic or a crawl, not a map of features and journeys. In featkpr the check is one layer on the map, per route and role; it is the access-control part of a penetration test, not a full one. [56](https://featkpr.com/compare#s-56) [53](https://featkpr.com/compare#s-53) [58](https://featkpr.com/compare#s-58) [59](https://featkpr.com/compare#s-59)

### Where they are ahead

They cover many kinds of vulnerability featkpr does not look for at all (injection, SSRF, misconfiguration), prove exploits, write reports for auditors, and read live traffic.

Permission and API security testing: each product in its own words, what it outputs, whether it is open source or runs on your machines, and its price

| Product | In its own words | What it outputs | Self-host, open source | Price, as stated |

|---|---|---|---|---|

| [Escape](https://featkpr.com/compare#p-escape) | Escape uncovers deep security issues like BOLAs, IDORs, and Access Control flaws [53](https://featkpr.com/compare#s-53) | findings, pentest reports, fixes | not stated | scoped to your environment and attack surface; by quote [54](https://featkpr.com/compare#s-54) |

| [StackHawk](https://featkpr.com/compare#p-stackhawk) | automated multi-user authorization testing that finds BOLA, BFLA, and privilege escalation vulnerabilities that single-user tools fundamentally cannot detect [56](https://featkpr.com/compare#s-56) | findings with request and response evidence | not stated | $10 a user a month (Wingman); Scale by quote; 14-day trial [57](https://featkpr.com/compare#s-57) |

| [Pynt](https://featkpr.com/compare#p-pynt) | Pynt supports multiple sources to build a comprehensive API catalog and reveal shadow APIs and hidden spots, from testing tools like Postman and Selenium, Browser and Burp logs, and live traffic [58](https://featkpr.com/compare#s-58) | API catalog and findings | not stated | start free; paid tiers not found [58](https://featkpr.com/compare#s-58) |

| [Akto](https://featkpr.com/compare#p-akto) | Akto is used by security teams to maintain a continuous inventory of APIs, test APIs for vulnerabilities and find runtime issues. [59](https://featkpr.com/compare#s-59) | API inventory and findings; now also AI-agent security | open source, MIT; a self-hosted plan | by quote [61](https://featkpr.com/compare#s-61) |

| [Bright](https://featkpr.com/compare#p-bright) | Bright's AI Pentesting Module discovers your attack surface, builds a threat model, crafts real exploits, and validates every finding before it ever reaches your backlog. [62](https://featkpr.com/compare#s-62) | validated findings and fixes | not stated | not public; by demo (the pricing page answered 404) [62](https://featkpr.com/compare#s-62) |

## Research prototypes

2 read on 28 Sep 2026 · AutoE2E and E2EBench, ScenGen

### Where featkpr overlaps, and where it doesn't

AutoE2E (UBC, 2024, a preprint) is the closest prior art: it infers a web app's features from its running screens and writes end-to-end tests from them, and its benchmark, E2EBench, scores how many features a test suite covers. ScenGen drives mobile tests from testing scenarios a person gives it, and LLMVue builds a page-transition graph from Vue.js source. None keeps the map for a person to decide. [63](https://featkpr.com/compare#s-63) [66](https://featkpr.com/compare#s-66) [67](https://featkpr.com/compare#s-67)

### Where they are ahead

AutoE2E publishes a measured feature coverage on eight apps. featkpr has not measured how much it misses against a benchmark yet; that is on the plan.

Research prototypes: each product in its own words, what it outputs, whether it is open source or runs on your machines, and its price

| Product | In its own words | What it outputs | Self-host, open source | Price, as stated |

|---|---|---|---|---|

| [AutoE2E and E2EBench](https://featkpr.com/compare#p-autoe2e) | AutoE2E intelligently infers potential features within a web application and translates them into executable test scenarios. [63](https://featkpr.com/compare#s-63) | test cases, and a benchmark of feature coverage (79% on average, as the paper states) | code on GitHub; no licence shown | research [65](https://featkpr.com/compare#s-65) |

| [ScenGen](https://featkpr.com/compare#p-scengen) | a novel scenario-guided LLM-based GUI testing framework that employs a multi-agent collaboration mechanism to simulate and automate the phases of manual testing [66](https://featkpr.com/compare#s-66) | GUI test runs for mobile apps | not stated | research [66](https://featkpr.com/compare#s-66) |

## Where they are ahead

Plainly, and each with its source. featkpr is a month old and runs on one app.

### Tests that run at scale

Momentic's home page counts 70,607,819 test runs; QA Wolf runs tests in parallel on every deploy. featkpr has run 311 tests on one app. [8](https://featkpr.com/compare#s-8) [5](https://featkpr.com/compare#s-5) [1](https://featkpr.com/compare#s-1)

### Browsers and phones

QA Wolf and Momentic test web apps, iOS and Android; Meticulous replays tests in its own browser engine. featkpr's tests call the app directly; browser tests are planned. [5](https://featkpr.com/compare#s-5) [8](https://featkpr.com/compare#s-8) [14](https://featkpr.com/compare#s-14)

On featkpr's plan: [Tests through a browser](https://featkpr.com/roadmap#browser-tests) , planned, not dated

### Where your team already works

Momentic runs in GitHub Actions, GitLab or any CI; Autonoma works with Vercel, GitHub and Linear; Checksum delivers tests as pull requests. featkpr runs in our own cluster for now. [8](https://featkpr.com/compare#s-8) [19](https://featkpr.com/compare#s-19) [17](https://featkpr.com/compare#s-17)

On featkpr's plan: [The reader in your own CI](https://featkpr.com/roadmap#reader-in-your-ci) , planned, not dated

### Prices you can read, and a way to start alone

Momentic has a free tier, Autonoma's self-hosted version is free, StackHawk costs $10 a user a month and PostHog is free up to its monthly allowance. featkpr has no public price; the way in is a call. [11](https://featkpr.com/compare#s-11) [19](https://featkpr.com/compare#s-19) [57](https://featkpr.com/compare#s-57) [45](https://featkpr.com/compare#s-45)

On featkpr's plan: [Pricing per seat, with a credit limit and top-ups](https://featkpr.com/roadmap#pricing) , an idea, not decided

### Named customers

Momentic and Meticulous quote engineers at named companies on their home pages. featkpr has no customer yet. [8](https://featkpr.com/compare#s-8) [14](https://featkpr.com/compare#s-14)

### Security depth

Escape and Bright hunt many kinds of vulnerability and prove exploits; StackHawk tests with two users at once. featkpr checks one thing: whether a route refuses the wrong user. [53](https://featkpr.com/compare#s-53) [62](https://featkpr.com/compare#s-62) [56](https://featkpr.com/compare#s-56)

### Real traffic

PostHog, Heap and Fullstory see what real users do. featkpr sees a test copy of the app. [44](https://featkpr.com/compare#s-44) [47](https://featkpr.com/compare#s-47) [50](https://featkpr.com/compare#s-50)

### Open source

Playwright is Apache-2.0, PostHog and Akto are MIT, and Autonoma's source is published under the BSL. featkpr's is not public. [34](https://featkpr.com/compare#s-34) [46](https://featkpr.com/compare#s-46) [59](https://featkpr.com/compare#s-59) [21](https://featkpr.com/compare#s-21)

## What featkpr doesn't have yet

Straight from the plan, with its state and week. Weeks ahead are estimates.

- **Add an app: paste its address, give one token, follow the setup list** this week decided 28 Sep; apps and their settings become stored records (built, in review); the setup list beside the map is designed (approved 28 Sep) and being built; until it ships we set up each app ourselves
- **The merge-request verdict, posted with the change's own code run** this week the pull request's own code ran on BookStack #6213 on 28 Sep (0 broke, 19 held, 5 not proven); next, it posts on every push and fills the Goal sheets page
- **Effects and OpenTelemetry on BookStack's runs** this week effects recorded on BookStack's run of 28 Sep at its development tip, not shown here yet; OpenTelemetry measured on one capture run, not on every run yet
- **Viewer and guest flows** from 19 Oct the crawl signs in as the admin today; other roles once Flows filters by role
- **Every state change traced during a run** from 19 Oct and your product's own telemetry, any stack
- **Tests through a browser** planned, not dated the flows a person keeps, run as Playwright browser tests
- **Tests written in TypeScript too** planned, not dated beside pytest
- **Selenium and Cucumber outputs** planned, not dated
- **The reader in your own CI** planned, not dated your code stays with you
- **Teams and tenancy** planned, not dated
- **How much featkpr misses, measured** planned, not dated aiming to find at least 9 in 10
- **Pricing per seat, with a credit limit and top-ups** an idea, not decided Tim's instinct of 22 Sep; the price needs its own research, and no number is set
- **A public demo** an idea, not decided open question: whether a public demo comes before or after the private read-only one

[The whole plan](https://featkpr.com/roadmap)

## How we read them

- Each page was fetched on 28 Sep 2026 and saved as it came, so every quote can be checked again. Quotes are verbatim, typos included.
- Where a vendor doesn't say something, the cell says "not stated". We never mark a tool as lacking a thing from silence.
- Three cells come from our own research of 17 Sep 2026, because the page refused us on 28 Sep or wasn't opened again; their sources carry that date.
- Two could not be read: octomind.dev did not resolve, and codesee.io answered 404. Octomind's cells come from its public docs on GitHub.
- featkpr's row comes from its own records, dated, and from the plan. The columns are featkpr's frame, so the table favours what featkpr does; the section above says what that leaves out.
- Vendors change their pages. If a cell is wrong or out of date, tell us and we fix it.

[Correct a cell](https://featkpr.com/removal)

## Sources

each with the date it was read; raw copies of the pages are kept with our research

- featkpr's production store, exported [featkpr.com/library/bookstack](https://featkpr.com/library/bookstack) read 28 Sep 2026, featkpr's records
- featkpr's Flows screen on BookStack [featkpr.com/library/bookstack](https://featkpr.com/library/bookstack) read 28 Sep 2026, featkpr's records
- featkpr's merge-request verdict on BookStack #6213 [featkpr.com/roadmap](https://featkpr.com/roadmap) read 28 Sep 2026, featkpr's records
- featkpr's plan [featkpr.com/roadmap](https://featkpr.com/roadmap) read 28 Sep 2026, featkpr's records
- QA Wolf, home page [qawolf.com](https://www.qawolf.com/) read 28 Sep 2026
- QA Wolf, Mapping AI [qawolf.com/mapping-ai](https://www.qawolf.com/mapping-ai) read 28 Sep 2026
- QA Wolf, pricing [qawolf.com/pricing](https://www.qawolf.com/pricing) read 28 Sep 2026
- Momentic, home page [momentic.ai](https://momentic.ai/) read 28 Sep 2026
- Momentic docs, App graph [momentic.ai/docs/ai/app-graph](https://momentic.ai/docs/ai/app-graph) read 28 Sep 2026
- Momentic docs, AI test selection [momentic.ai/docs/ai/select](https://momentic.ai/docs/ai/select) read 28 Sep 2026
- Momentic, pricing [momentic.ai/pricing](https://momentic.ai/pricing) read 28 Sep 2026
- Octomind docs, Under the hood (public docs repository) [github.com/OctoMind-dev/mintlify-docs/blob/main/more-info/under-the-hood.mdx](https://github.com/OctoMind-dev/mintlify-docs/blob/main/more-info/under-the-hood.mdx) read 28 Sep 2026
- octomind.dev: the name did not resolve [octomind.dev](https://octomind.dev/) read 28 Sep 2026
- Meticulous, home page [meticulous.ai](https://www.meticulous.ai/) read 28 Sep 2026
- Meticulous, How it works [meticulous.ai/how-it-works](https://www.meticulous.ai/how-it-works) read 28 Sep 2026
- Checksum, home page [checksum.ai](https://checksum.ai/) read 28 Sep 2026
- Checksum docs, Overview [checksum.ai/docs/overview](https://checksum.ai/docs/overview) read 28 Sep 2026
- Checksum docs, API reference (affected tests) [checksum.ai/docs/api-reference](https://checksum.ai/docs/api-reference) read 17 Sep 2026, our research of 17 Sep
- Autonoma, home page [getautonoma.com](https://getautonoma.com/) read 28 Sep 2026
- Autonoma docs, Test Planner [docs.autonoma.app/test-planner](https://docs.autonoma.app/test-planner) read 28 Sep 2026
- Autonoma on GitHub (licence) [github.com/autonoma-ai/autonoma](https://github.com/autonoma-ai/autonoma) read 28 Sep 2026
- Autonoma on GitHub, packages/diffs README [github.com/Autonoma-AI/autonoma/blob/main/packages/diffs/README.md](https://github.com/Autonoma-AI/autonoma/blob/main/packages/diffs/README.md) read 17 Sep 2026, our research of 17 Sep
- mabl, home page [mabl.com](https://www.mabl.com/) read 28 Sep 2026
- mabl, pricing [mabl.com/pricing](https://www.mabl.com/pricing) read 28 Sep 2026
- mabl help, Measuring coverage in web apps [help.mabl.com/hc/en-us/articles/19083867227412-Measuring-coverage-in-web-apps](https://help.mabl.com/hc/en-us/articles/19083867227412-Measuring-coverage-in-web-apps) read 17 Sep 2026, our research of 17 Sep; it answered 403 on 28 Sep
- Testim, home page [testim.io](https://www.testim.io/) read 28 Sep 2026
- SmartBear Reflect, product page [smartbear.com/product/reflect](https://smartbear.com/product/reflect/) read 28 Sep 2026
- SmartBear Reflect, pricing [smartbear.com/product/reflect/pricing](https://smartbear.com/product/reflect/pricing/) read 28 Sep 2026
- Qodo, home page [qodo.ai](https://www.qodo.ai/) read 28 Sep 2026
- Qodo, pricing [qodo.ai/pricing](https://www.qodo.ai/pricing/) read 28 Sep 2026
- Qodo Cover on GitHub [github.com/qodo-ai/qodo-cover](https://github.com/qodo-ai/qodo-cover) read 28 Sep 2026
- Playwright docs, Test generator [playwright.dev/docs/codegen](https://playwright.dev/docs/codegen) read 28 Sep 2026
- Playwright docs, Test agents [playwright.dev/docs/test-agents](https://playwright.dev/docs/test-agents) read 28 Sep 2026
- Playwright MCP on GitHub (Apache-2.0) [github.com/microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) read 28 Sep 2026
- Sourcegraph, home page [sourcegraph.com](https://sourcegraph.com/) read 28 Sep 2026
- Sourcegraph, pricing [sourcegraph.com/pricing](https://sourcegraph.com/pricing) read 28 Sep 2026
- GitKraken press release, 14 May 2024: GitKraken acquires CodeSee [gitkraken.com/press/gitkraken-acquires-codesee-launches-devex-platform](https://www.gitkraken.com/press/gitkraken-acquires-codesee-launches-devex-platform) read 28 Sep 2026
- Swimm, home page [swimm.io](https://swimm.io/) read 28 Sep 2026
- Greptile docs, Introduction [greptile.com/docs/introduction](https://www.greptile.com/docs/introduction) read 28 Sep 2026
- Greptile, pricing [greptile.com/pricing](https://www.greptile.com/pricing) read 28 Sep 2026
- DeepWiki, home page [deepwiki.com](https://deepwiki.com/) read 28 Sep 2026
- Cognition, DeepWiki: AI docs for any repo (5 May 2025) [cognition.com/blog/deepwiki](https://cognition.com/blog/deepwiki) read 28 Sep 2026
- PostHog, home page [posthog.com](https://posthog.com/) read 28 Sep 2026
- PostHog docs, User paths [posthog.com/docs/product-analytics/paths](https://posthog.com/docs/product-analytics/paths) read 28 Sep 2026
- PostHog, pricing [posthog.com/pricing](https://posthog.com/pricing) read 28 Sep 2026
- PostHog on GitHub (licence) [github.com/PostHog/posthog](https://github.com/PostHog/posthog) read 28 Sep 2026
- Heap, home page [heap.io](https://www.heap.io/) read 28 Sep 2026
- Heap, pricing [heap.io/pricing](https://www.heap.io/pricing) read 28 Sep 2026
- Fullstory, home page [fullstory.com](https://www.fullstory.com/) read 28 Sep 2026
- Fullstory help, Journeys [help.fullstory.com/hc/en-us/articles/4410019422743-Journeys](https://help.fullstory.com/hc/en-us/articles/4410019422743-Journeys) read 28 Sep 2026
- Fullstory, plans [fullstory.com/plans](https://www.fullstory.com/plans/) read 28 Sep 2026
- Escape, home page [escape.tech](https://escape.tech/) read 28 Sep 2026
- Escape, DAST [escape.tech/product/dast](https://escape.tech/product/dast) read 28 Sep 2026
- Escape, pricing [escape.tech/pricing](https://escape.tech/pricing) read 28 Sep 2026
- StackHawk, home page [stackhawk.com](https://www.stackhawk.com/) read 28 Sep 2026
- StackHawk blog, Business Logic Testing (16 Dec 2025) [stackhawk.com/blog/business-logic-testing](https://www.stackhawk.com/blog/business-logic-testing/) read 28 Sep 2026
- StackHawk, pricing [stackhawk.com/pricing](https://www.stackhawk.com/pricing/) read 28 Sep 2026
- Pynt, home page [pynt.io](https://www.pynt.io/) read 28 Sep 2026
- Akto on GitHub (README, MIT licence) [github.com/akto-api-security/akto](https://github.com/akto-api-security/akto) read 28 Sep 2026
- Akto docs, What is Akto? [docs.akto.io](https://docs.akto.io/) read 28 Sep 2026
- Akto, pricing [akto.io/pricing](https://www.akto.io/pricing) read 28 Sep 2026
- Bright Security, home page [brightsec.com](https://brightsec.com/) read 28 Sep 2026
- Alian, Nashid, Shahbandeh, Shabani, Mesbah (UBC), Feature-Driven End-To-End Test Generation, arXiv 2408.01894, 2024 (preprint) [arxiv.org/abs/2408.01894](https://arxiv.org/abs/2408.01894) read 28 Sep 2026
- The same paper, full text [arxiv.org/html/2408.01894](https://arxiv.org/html/2408.01894) read 28 Sep 2026
- AutoE2E on GitHub [github.com/parsaalian/autoe2e](https://github.com/parsaalian/autoe2e) read 28 Sep 2026
- Yu et al., Scenario-Guided LLM-based Mobile App GUI Testing (ScenGen), arXiv 2506.05079, accepted by ACM TOSEM [arxiv.org/abs/2506.05079](https://arxiv.org/abs/2506.05079) read 28 Sep 2026
- Li et al., LLM-Assisted Model-Based GUI Testing for Vue.js Web Applications (LLMVue), arXiv 2606.27665, 2026 (preprint) [arxiv.org/abs/2606.27665](https://arxiv.org/abs/2606.27665) read 28 Sep 2026

## See the map on BookStack

A call of about 30 minutes: the map, a flow waiting on a verdict, and what sits on top. Bring the tool you use now, and we'll say plainly where it is better.

[Ask for a private demo](https://featkpr.com/demo)

---

The page this twin stands for: https://featkpr.com/compare. Every page on this site has a `.md` twin, and answers `Accept: text/markdown`.