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Technical operation, security, session, consent, and basic interface preferences.
Lab, tests, independent verification, remediation and evidence in one workflow. That is the strength of Flow.
In development · Early accessFlow rebuilds the repository environment and connects fifteen tools with contextual investigation. Code and running behavior inform the same workflow.
Independent verification, criteria set before a patch, and security and regression checks. Your team receives reviewable pull requests and keeps the merge decision.
Results, changes and gaps linked to selected requirements across 27 frameworks. An evidence package for development and security, with partial coverage made explicit.
10 alternatives · 12 criteria · Inspectable evidence
Sources reviewed: 2026-10-29
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| What you need | XBOW | Shannon (Keygraph) | Aikido Attack | Terra Security | Escape | Horizon3 NodeZero | Pentera | Hadrian Nova | GitHub Autofix | Snyk Evo | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Repository investigation |
Documented Source, packages, infrastructure and runtime connected in one investigation. In development · Early access |
Optional / plan dependent Source code and documentation uploads can guide the assessment; this is optional. Autonomous pentesting of running applications; source code is optional context. View comparison |
Documented Analyzes repository architecture and data flows to guide attacks against a running application. Keygraph Shannon Open Source; commercial capabilities are explicitly identified as another edition. View comparison |
Optional / plan dependent Connecting repositories is optional; it adds application logic, route and architecture context. Aikido Attack / AI Pentesting, with AutoFix and repository access according to configuration. View comparison |
Optional / plan dependent Connected source enables file-level root cause and remediation plans. Terra Platform web/API pentesting and agentic remediation, with source access where configured. View comparison |
Optional / plan dependent Optional ZIP or GitHub source context guides attacks; target URLs are still required. Escape Cascade AI Pentesting, with optional whitebox context and connected remediation tools. View comparison |
Not documented in this scope WebApp testing documents live routes and requests; source-repository investigation is not established here. Horizon3 NodeZero, including WebApp Pentest. Its broader scope also covers networks, identity and cloud exposure. View comparison |
Not documented in this scope The web product explicitly focuses on dynamic attacker-led testing, not static source-code analysis. Pentera validation platform and AI web application testing; Resolve handles remediation orchestration. View comparison |
Not documented in this scope Nova starts from an application target; repository investigation is not established on the product page. Hadrian Nova on-demand agentic application pentesting; Atlas provides complementary continuous exposure monitoring. View comparison |
Documented Uses repository source and code-scanning context; Agentic Autofix explores the codebase. GitHub Code Security: Copilot Autofix plus Agentic Autofix where eligible. Dependabot is identified separately. View comparison |
Documented Builds application context from source, architecture, data flows and trust boundaries. Evo Agentic AppSec and Continuous Offensive Security; hosted dependency-remediation campaigns are in Open Preview. View comparison |
| Reconstructed test environment |
Documented Rebuilds the application in ephemeral, isolated environments from the original repository. In development · Early access |
Not documented in this scope Tests a customer-provided deployment. Automatic reconstruction from a repository is not established in these docs. Autonomous pentesting of running applications; source code is optional context. View comparison |
Not documented in this scope The worker is ephemeral and isolated; a live target is supplied separately. Automatic target rebuilding is not established. Keygraph Shannon Open Source; commercial capabilities are explicitly identified as another edition. View comparison |
Not documented in this scope Documented setup asks the customer to provide a testing environment and accounts. Aikido Attack / AI Pentesting, with AutoFix and repository access according to configuration. View comparison |
Not documented in this scope Tests live web applications; automatic reconstruction of the target from a repository is not documented. Terra Platform web/API pentesting and agentic remediation, with source access where configured. View comparison |
Not documented in this scope Whitebox adds source context to a supplied running target; target reconstruction is not documented. Escape Cascade AI Pentesting, with optional whitebox context and connected remediation tools. View comparison |
Not documented in this scope Assesses deployed environments; automatic application rebuilding from source is not documented. Horizon3 NodeZero, including WebApp Pentest. Its broader scope also covers networks, identity and cloud exposure. View comparison |
Not documented in this scope Tests customer environments under configured controls; repository-to-target reconstruction is not documented. Pentera validation platform and AI web application testing; Resolve handles remediation orchestration. View comparison |
Not documented in this scope A running application or staging environment is supplied; rebuilding it from source is not documented. Hadrian Nova on-demand agentic application pentesting; Atlas provides complementary continuous exposure monitoring. View comparison |
Not documented in this scope Agent execution and CodeQL checks do not establish reconstruction of a running application target. GitHub Code Security: Copilot Autofix plus Agentic Autofix where eligible. Dependabot is identified separately. View comparison |
Not documented in this scope Provides hosted repair sandboxes with builds/tests; rebuilding the live pentest target is not established. Evo Agentic AppSec and Continuous Offensive Security; hosted dependency-remediation campaigns are in Open Preview. View comparison |
| Finding verification |
Documented Independently reviewed proof method: confirmed, refuted or inconclusive. Missing proof remains an open question. In development · Early access |
Documented Exploit proof uses deterministic validators or agents by vulnerability class; validated and informational findings are distinct. Autonomous pentesting of running applications; source code is optional context. View comparison |
Documented Reports vulnerabilities demonstrated through exploitation with reproducible proofs. Keygraph Shannon Open Source; commercial capabilities are explicitly identified as another edition. View comparison |
Documented Additional agents validate each finding and confirm exploitability. Aikido Attack / AI Pentesting, with AutoFix and repository access according to configuration. View comparison |
Documented Agents confirm exploitability; human pentesters review findings through the documented verification workflow. Terra Platform web/API pentesting and agentic remediation, with source access where configured. View comparison |
Documented A reporter reproduces each candidate on the live target before confirming it. Escape Cascade AI Pentesting, with optional whitebox context and connected remediation tools. View comparison |
Documented Findings carry runtime proof, payloads, responses and practical impact. Horizon3 NodeZero, including WebApp Pentest. Its broader scope also covers networks, identity and cloud exposure. View comparison |
Documented Deterministic tools confirm outcomes from adaptive web attacks. Pentera validation platform and AI web application testing; Resolve handles remediation orchestration. View comparison |
Documented Reports exploit proof, reproduction steps and human-reviewed findings. Hadrian Nova on-demand agentic application pentesting; Atlas provides complementary continuous exposure monitoring. View comparison |
Documented Agentic Autofix reruns supported CodeQL queries; this confirms scanner resolution rather than a live exploit. GitHub Code Security: Copilot Autofix plus Agentic Autofix where eligible. Dependabot is identified separately. View comparison |
Documented Continuous Offensive Security provides reproducible exploit evidence. Evo Agentic AppSec and Continuous Offensive Security; hosted dependency-remediation campaigns are in Open Preview. View comparison |
| Fixes backed by tests |
Documented Isolated candidates; checks security and legitimate behavior before an independent review. In development · Early access |
Not documented in this scope Documents mitigations and retests after customer remediation; patch generation is not established. Autonomous pentesting of running applications; source code is optional context. View comparison |
Another suite product Fixes with re-analysis and exploit replay belong to Keygraph Pro and Enterprise, rather than Shannon OSS. Keygraph Shannon Open Source; commercial capabilities are explicitly identified as another edition. View comparison |
Optional / plan dependent AutoFix generates targeted changes; the documented flow confirms the repair through a retest after applying it. Aikido Attack / AI Pentesting, with AutoFix and repository access according to configuration. View comparison |
Optional / plan dependent Source-aware remediation can generate a fix; the attack is replayed after deployment or merge. Terra Platform web/API pentesting and agentic remediation, with source access where configured. View comparison |
Engine integration AI remediation and MCP expose findings to coding agents that apply source changes. Escape Cascade AI Pentesting, with optional whitebox context and connected remediation tools. View comparison |
Engine integration Guidance and MCP connect to remediation tools; source repair depends on that external workflow. Horizon3 NodeZero, including WebApp Pentest. Its broader scope also covers networks, identity and cloud exposure. View comparison |
Engine integration Resolve assigns, tracks and verifies fixes performed by customer teams or integrated tools. Pentera validation platform and AI web application testing; Resolve handles remediation orchestration. View comparison |
Not documented in this scope Documents remediation guidance; source-patch generation is not established. Hadrian Nova on-demand agentic application pentesting; Atlas provides complementary continuous exposure monitoring. View comparison |
Documented Proposes source changes; Agentic Autofix iterates and validates before creating a draft PR. GitHub Code Security: Copilot Autofix plus Agentic Autofix where eligible. Dependabot is identified separately. View comparison |
Optional / plan dependent Open Preview campaigns repair eligible dependency issues and validate builds, tests and rescans. Evo Agentic AppSec and Continuous Offensive Security; hosted dependency-remediation campaigns are in Open Preview. View comparison |
| Reviewable pull requests |
Documented Groups changes by cause and compatibility into reviewable PRs. Your team decides the merge. In development · Early access |
Not documented in this scope Documents external ticket tracking; publishing fix PRs is not established in these sources. Autonomous pentesting of running applications; source code is optional context. View comparison |
Another suite product Keygraph Pro and Enterprise create fix PRs; Shannon OSS delivers reports per run. Keygraph Shannon Open Source; commercial capabilities are explicitly identified as another edition. View comparison |
Optional / plan dependent AutoFix can create PRs for the team to review and merge; source context is needed. Aikido Attack / AI Pentesting, with AutoFix and repository access according to configuration. View comparison |
Optional / plan dependent Teams can open automated remediation PRs when source access is connected. Terra Platform web/API pentesting and agentic remediation, with source access where configured. View comparison |
Not documented in this scope Connected coding tools can implement the change; native PR publishing is not established by this integration guide. Escape Cascade AI Pentesting, with optional whitebox context and connected remediation tools. View comparison |
Engine integration Documents an integrated Terraform PR and redeploy workflow, rather than native application patch publishing. Horizon3 NodeZero, including WebApp Pentest. Its broader scope also covers networks, identity and cloud exposure. View comparison |
Not documented in this scope Documents connected remediation tracking; native application patch PRs are not established. Pentera validation platform and AI web application testing; Resolve handles remediation orchestration. View comparison |
Not documented in this scope Provides actionable reports; publishing corrective PRs is not documented in this scope. Hadrian Nova on-demand agentic application pentesting; Atlas provides complementary continuous exposure monitoring. View comparison |
Documented Agentic Autofix creates draft PRs; Copilot Autofix suggestions can be applied to PRs. GitHub Code Security: Copilot Autofix plus Agentic Autofix where eligible. Dependabot is identified separately. View comparison |
Optional / plan dependent Remediation campaigns open reviewable PRs; preview access, workspace and SCM integration are required. Evo Agentic AppSec and Continuous Offensive Security; hosted dependency-remediation campaigns are in Open Preview. View comparison |
| Traceable technical evidence |
Documented Links proofs and changes to technical requirements; compares current evidence with the projection from verified PRs. In development · Early access |
Documented Proofs, traces, pentest reports, executive summaries and letters of attestation. Autonomous pentesting of running applications; source code is optional context. View comparison |
Documented Shannon exports PDF, Markdown, JSON and SARIF; commercial editions add findings management and audit evidence. Keygraph Shannon Open Source; commercial capabilities are explicitly identified as another edition. View comparison |
Documented Technical, auditor and management reports, post-remediation status and letters of attestation. Aikido Attack / AI Pentesting, with AutoFix and repository access according to configuration. View comparison |
Documented Agent actions and human decisions remain in a traceable audit trail. Terra Platform web/API pentesting and agentic remediation, with source access where configured. View comparison |
Documented Recorded request chains, browser evidence, coverage and exportable reports. Escape Cascade AI Pentesting, with optional whitebox context and connected remediation tools. View comparison |
Documented Exports finding evidence, requests, responses and reports; re-running verifies WebApp fixes. Horizon3 NodeZero, including WebApp Pentest. Its broader scope also covers networks, identity and cloud exposure. View comparison |
Documented Attack evidence, remediation ownership and revalidation provide an auditable resolution record. Pentera validation platform and AI web application testing; Resolve handles remediation orchestration. View comparison |
Documented Request/response proof, reports and remediation-validation records. Hadrian Nova on-demand agentic application pentesting; Atlas provides complementary continuous exposure monitoring. View comparison |
Documented Code scanning alerts, suggested diffs and PR checks record the remediation workflow. GitHub Code Security: Copilot Autofix plus Agentic Autofix where eligible. Dependabot is identified separately. View comparison |
Documented Captures agent decisions, exploit evidence and repair actions for review. Evo Agentic AppSec and Continuous Offensive Security; hosted dependency-remediation campaigns are in Open Preview. View comparison |
| Source + runtime analysis |
Documented Connects source, dependency, infrastructure and dynamic observations in the same investigation. In development · Early access |
Optional / plan dependent Source uploads inform live attacks; a separate SAST scanner is not established. Autonomous pentesting of running applications; source code is optional context. View comparison |
Documented Combines source analysis with live exploitation; commercial editions expand SAST, SCA and secrets coverage. Keygraph Shannon Open Source; commercial capabilities are explicitly identified as another edition. View comparison |
Another suite product Attack uses source context and live testing; dedicated SAST and SCA belong to the code security suite. Aikido Attack / AI Pentesting, with AutoFix and repository access according to configuration. View comparison |
Optional / plan dependent Source context supplements live testing; dedicated SAST execution is not established by these pages. Terra Platform web/API pentesting and agentic remediation, with source access where configured. View comparison |
Optional / plan dependent Source-aware whitebox testing connects code context with live exploitation. Escape Cascade AI Pentesting, with optional whitebox context and connected remediation tools. View comparison |
Not documented in this scope Runtime attack validation is documented; a combined source-analysis stage is not established in WebApp docs. Horizon3 NodeZero, including WebApp Pentest. Its broader scope also covers networks, identity and cloud exposure. View comparison |
Not documented in this scope Documents dynamic application testing; source scanning is outside this web-testing scope. Pentera validation platform and AI web application testing; Resolve handles remediation orchestration. View comparison |
Not documented in this scope Live application exploration is documented; source analysis is not established. Hadrian Nova on-demand agentic application pentesting; Atlas provides complementary continuous exposure monitoring. View comparison |
Not documented in this scope CodeQL source analysis is documented; an integrated DAST or live pentest stage is not. GitHub Code Security: Copilot Autofix plus Agentic Autofix where eligible. Dependabot is identified separately. View comparison |
Documented Agentic AppSec analyzes source; Continuous Offensive Security adds application attack testing. Evo Agentic AppSec and Continuous Offensive Security; hosted dependency-remediation campaigns are in Open Preview. View comparison |
| Authenticated role testing |
Documented Checks legitimate sessions, roles and tenant boundaries; unreachable or expired sessions remain coverage gaps. In development · Early access |
Optional / plan dependent IDOR public preview supports a primary account and up to four extra accounts with role context. Autonomous pentesting of running applications; source code is optional context. View comparison |
Another suite product OSS supports authenticated scans; commercial black-box testing explicitly supports up to four role accounts. Keygraph Shannon Open Source; commercial capabilities are explicitly identified as another edition. View comparison |
Documented Tests role boundaries, cross-tenant access, IDOR and authenticated business workflows. Aikido Attack / AI Pentesting, with AutoFix and repository access according to configuration. View comparison |
Documented Tests authenticated workflows, application authorization and business logic. Terra Platform web/API pentesting and agentic remediation, with source access where configured. View comparison |
Documented Pentest profiles accept multiple users and authentication instructions for access-control testing. Escape Cascade AI Pentesting, with optional whitebox context and connected remediation tools. View comparison |
Documented Accepts multiple role-labelled accounts; two roles enable cross-account access and IDOR tests. Horizon3 NodeZero, including WebApp Pentest. Its broader scope also covers networks, identity and cloud exposure. View comparison |
Documented Tests SSO/MFA/OAuth, privilege transitions, IDOR and cross-tenant access. Pentera validation platform and AI web application testing; Resolve handles remediation orchestration. View comparison |
Documented Tests account boundaries by acting as users and checking access to other customers’ data. Hadrian Nova on-demand agentic application pentesting; Atlas provides complementary continuous exposure monitoring. View comparison |
Not documented in this scope Autofix does not document authenticated application-role testing. GitHub Code Security: Copilot Autofix plus Agentic Autofix where eligible. Dependabot is identified separately. View comparison |
Documented Uses supplied credentials, checks sessions and tests authorization and privilege escalation in live applications. Evo Agentic AppSec and Continuous Offensive Security; hosted dependency-remediation campaigns are in Open Preview. View comparison |
| Separate validation |
Documented The proposing agent does not approve its own conclusion or fix; a separate verification step evaluates retained evidence. In development · Early access |
Documented Non-AI validators confirm supported classes; other classes use agent validation. Autonomous pentesting of running applications; source code is optional context. View comparison |
Documented Analysis proposes candidates and exploitation proves them; commercial editions add review passes and deterministic checks. Keygraph Shannon Open Source; commercial capabilities are explicitly identified as another edition. View comparison |
Documented Additional agents reproduce candidate findings against the target before reporting them. Aikido Attack / AI Pentesting, with AutoFix and repository access according to configuration. View comparison |
Documented Double verification combines exploit validation and pentester review. Terra Platform web/API pentesting and agentic remediation, with source access where configured. View comparison |
Documented A dedicated reporter repeats the workers’ candidates and collects its own evidence. Escape Cascade AI Pentesting, with optional whitebox context and connected remediation tools. View comparison |
Not documented in this scope Provides exploit proof; a separately authorized verification role is not specified by these WebApp docs. Horizon3 NodeZero, including WebApp Pentest. Its broader scope also covers networks, identity and cloud exposure. View comparison |
Documented Deterministic confirmation is separated from AI-selected attack execution. Pentera validation platform and AI web application testing; Resolve handles remediation orchestration. View comparison |
Documented Nova findings receive human review in addition to agent execution. Hadrian Nova on-demand agentic application pentesting; Atlas provides complementary continuous exposure monitoring. View comparison |
Documented CodeQL provides a deterministic check of agent-generated fixes for supported queries. GitHub Code Security: Copilot Autofix plus Agentic Autofix where eligible. Dependabot is identified separately. View comparison |
Documented Deterministic engines verify repairs; a separate model checks exploitability before COS reports findings. Evo Agentic AppSec and Continuous Offensive Security; hosted dependency-remediation campaigns are in Open Preview. View comparison |
| Functional regression checks |
Documented Compares security proofs, legitimate controls and available functional tests with the original before delivery. In development · Early access |
Not documented in this scope Retests verify a deployed mitigation; functional tests of a proposed patch are not documented. Autonomous pentesting of running applications; source code is optional context. View comparison |
Not documented in this scope Commercial fixes receive re-analysis and exploit replay; a functional regression suite is not specified. Keygraph Shannon Open Source; commercial capabilities are explicitly identified as another edition. View comparison |
Not documented in this scope Attack retests fixes and bypasses; pre-delivery functional regression controls are not established here. Aikido Attack / AI Pentesting, with AutoFix and repository access according to configuration. View comparison |
Not documented in this scope Documents attack replay after the fix; preservation of functional baselines before delivery is not specified. Terra Platform web/API pentesting and agentic remediation, with source access where configured. View comparison |
Not documented in this scope Issue replay checks security closure; legitimate functional regression tests are not specified. Escape Cascade AI Pentesting, with optional whitebox context and connected remediation tools. View comparison |
Not documented in this scope WebApp fix verification reruns the pentest; functional regression tests on a patch are not documented. Horizon3 NodeZero, including WebApp Pentest. Its broader scope also covers networks, identity and cloud exposure. View comparison |
Not documented in this scope Revalidation checks exposure reduction; source-patch functional regression checks are not specified. Pentera validation platform and AI web application testing; Resolve handles remediation orchestration. View comparison |
Not documented in this scope Verifies whether exposed vulnerabilities remain; source-level functional regression tests are not specified. Hadrian Nova on-demand agentic application pentesting; Atlas provides complementary continuous exposure monitoring. View comparison |
Engine integration Repository CI and developer review check intended behavior; test coverage must be configured by the team. GitHub Code Security: Copilot Autofix plus Agentic Autofix where eligible. Dependabot is identified separately. View comparison |
Optional / plan dependent Hosted preview campaigns run builds and available tests, then rescan the proposed change. Evo Agentic AppSec and Continuous Offensive Security; hosted dependency-remediation campaigns are in Open Preview. View comparison |
| Dependency fixes |
Documented Repair candidates can update the dependency graph and adapt application code, subject to validation. In development · Early access |
Not documented in this scope Provides mitigation instructions; automated package updates are not established in this workflow. Autonomous pentesting of running applications; source code is optional context. View comparison |
Another suite product Commercial editions include SCA and fix PRs; package-update coverage depends on the finding. Keygraph Shannon Open Source; commercial capabilities are explicitly identified as another edition. View comparison |
Another suite product Dependency and bulk AutoFix are documented in Aikido code security, beyond a standalone Attack assessment. Aikido Attack / AI Pentesting, with AutoFix and repository access according to configuration. View comparison |
Not documented in this scope Source remediation is documented; automated dependency-resolution and upgrade coverage is not specified. Terra Platform web/API pentesting and agentic remediation, with source access where configured. View comparison |
Not documented in this scope An external coding agent can edit packages; native dependency resolution and upgrade coverage is not established. Escape Cascade AI Pentesting, with optional whitebox context and connected remediation tools. View comparison |
Not documented in this scope Patch management is a complementary integration; native dependency-graph updates are not documented. Horizon3 NodeZero, including WebApp Pentest. Its broader scope also covers networks, identity and cloud exposure. View comparison |
Not documented in this scope Remediation integrations can coordinate patching; native package-resolution changes are not specified. Pentera validation platform and AI web application testing; Resolve handles remediation orchestration. View comparison |
Not documented in this scope Guides remediation; automated dependency updates are not established for Nova. Hadrian Nova on-demand agentic application pentesting; Atlas provides complementary continuous exposure monitoring. View comparison |
Another suite product Dependabot opens dependency-update PRs as a distinct GitHub feature. GitHub Code Security: Copilot Autofix plus Agentic Autofix where eligible. Dependabot is identified separately. View comparison |
Optional / plan dependent Open Preview updates vulnerable dependencies and adapts affected application code. Evo Agentic AppSec and Continuous Offensive Security; hosted dependency-remediation campaigns are in Open Preview. View comparison |
| Technical requirement mapping |
Documented Links retained evidence to selected technical requirements and shows current versus proposed coverage; this is not organizational certification. In development · Early access |
Not documented in this scope Reports and attestations support audits; requirement-by-requirement mapping is not established. Autonomous pentesting of running applications; source code is optional context. View comparison |
Not documented in this scope Commercial audit evidence and governance are documented; technical control mapping is not specified. Keygraph Shannon Open Source; commercial capabilities are explicitly identified as another edition. View comparison |
Another suite product Attack provides audit reports; the wider suite adds compliance reports and GRC integrations. Aikido Attack / AI Pentesting, with AutoFix and repository access according to configuration. View comparison |
Optional / plan dependent Traceable closure supports named audit frameworks; per-control mapping depends on assessment scope. Terra Platform web/API pentesting and agentic remediation, with source access where configured. View comparison |
Documented Maps findings to frameworks including PCI-DSS, OWASP, NIST and SOC 2. Escape Cascade AI Pentesting, with optional whitebox context and connected remediation tools. View comparison |
Optional / plan dependent Documents CMMC/NIST technical-evidence mappings; scope and organizational controls remain customer responsibilities. Horizon3 NodeZero, including WebApp Pentest. Its broader scope also covers networks, identity and cloud exposure. View comparison |
Optional / plan dependent Documents ATT&CK mapping and compliance reporting; requirement coverage depends on the assessment. Pentera validation platform and AI web application testing; Resolve handles remediation orchestration. View comparison |
Documented Reports map results to frameworks including SOC 2, ISO 27001 and NIS2. Hadrian Nova on-demand agentic application pentesting; Atlas provides complementary continuous exposure monitoring. View comparison |
Not documented in this scope Documents alert remediation; mapping each result to technical framework requirements is not established. GitHub Code Security: Copilot Autofix plus Agentic Autofix where eligible. Dependabot is identified separately. View comparison |
Another suite product Evo AI-SPM maps model risks to OWASP, MITRE ATLAS and NIST; this differs from projecting application requirements from fix PRs. Evo Agentic AppSec and Continuous Offensive Security; hosted dependency-remediation campaigns are in Open Preview. View comparison |
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