Tech riderRev. 20 Sept 2026
  1. 1Runs onself-hosted, Web
  2. 2CostsNot stated by the maker
  3. 3Input generation methodsgeneration
  4. 4Target typescodebases, binaries, containers, APIs, GraphQL, protocols, firmware, embedded systems
  5. 5Crash triageYes
  6. 6Execution modehybrid
5 lines stated Written from the maker's own pages: fuzzforge.ai
The FuzzForge homepage

Overview

FuzzForge is ranked #14 of 27 in fuzz testing software on Specifiction. It runs on Self-hosted, Web.

Compared on fuzz testing software

Free plan
Yesfuzzforge.ai
Input generation methods
generationfuzzforge.ai
Target types
codebases, binaries, containers, APIs, GraphQL, protocols, firmware, embedded systemsfuzzforge.ai
Crash triage
Yesfuzzforge.ai
Execution mode
hybridfuzzforge.ai

Facts

What it does
FuzzForge runs fuzzing, emulation and reverse engineering campaigns for embedded and connected products.fuzzinglabs.com · 5 Oct 2026
Targets
It can test binaries, firmware images and source code, including third-party components supplied without source code.fuzzinglabs.com · 5 Oct 2026
Campaign results
Campaigns produce triaged crashes with replayable test cases and an SBOM built from the binary.fuzzinglabs.com · 5 Oct 2026
Automation
Specialized agents drive campaigns, while engineers can take over using industry tools they already know.fuzzinglabs.com · 5 Oct 2026
Audit logs
The platform logs every model request and reasoning chain.fuzzinglabs.com · 5 Oct 2026
Deployment
Deployment options include a hosted instance, a dedicated instance in the customer's cloud tenancy, Kubernetes on-premise, and an air-gapped deployment.fuzzinglabs.com · 5 Oct 2026
Air-gapped limits
Air-gapped deployment uses local open-weight models, has no network egress, and is priced above the standard on-premise licence.fuzzinglabs.com · 5 Oct 2026
Who it is for
The maker lists embedded product vendors, OEMs, government and defense, MSSPs, integrators, consulting and audit firms, and certification bodies as intended users.fuzzinglabs.com · 5 Oct 2026
Not a source-code scanner
The maker says FuzzForge does not replace researchers and is not a source-code scanner.fuzzinglabs.com · 5 Oct 2026
Support
A support level is included with the licence, and two higher support levels are available.fuzzinglabs.com · 5 Oct 2026
Licensing unit
For public sector procurement, the maker describes an annual licence per instance, with tiers based on target count and no per-seat or per-test billing.fuzzinglabs.com · 5 Oct 2026
Maker
FuzzingLabs describes FuzzForge as its flagship product for continuous offensive validation on firmware, binaries and embedded systems.fuzzinglabs.com · 5 Oct 2026

Company

Founded
2021fuzzforge.ai · 28 Sept 2026
Headquarters
Near Parisfuzzforge.ai · 28 Sept 2026

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Sources