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COMPARE / VS TENZAI

Autonomy inside explicit boundaries.

Autonomous offensive-security research is a serious emerging category. 0day Factory's emphasis is full-system context, customer-controlled execution and evidence that re-tests — autonomy that stays inside explicit organizational boundaries.

HOW TO READ THIS

Where autonomous offensive security fits — and where 0day Factory is different.

Autonomous offensive-security efforts are pushing research on how agents discover and chain weaknesses. The buyer questions are context depth, safety/scope controls and whether findings come with defensible proof.

This comparison describes the general, publicly understood approach of the category. It is not a claim about any specific vendor's current capabilities — verify those directly with the vendor. 0day Factory does not publish competitor benchmarks it has not independently run.

FACTUAL DIMENSIONS

Compare on what actually matters.

Evaluate any offensive-security tool on these dimensions. The right-hand column describes the general category approach, not a specific vendor's current product.

Dimension0day FactoryAutonomous offensive security
VisibilityReasons across software, infra, identity, controls, org policy and runtime together.Research-driven; verify scope of context used.
Black-box executionTests the attacker-reachable surface within approved scope.Verify directly.
White-box contextUses approved source, architecture and prior findings as fuel.Verify directly.
InfrastructureCloud, hosts, networks and exposed services in the model.Verify directly.
IdentityUsers, service identities, roles, tokens and tenant boundaries.Verify directly.
Security controlsTests whether WAF/IAM/network/endpoint controls actually stopped the path.Verify directly.
Org-policy contextScope, exceptions, SDLC rules and threat models inform the investigation.Verify how org-specific rules are modeled.
Exploit proofEvery finding carries path, safe validation and evidence.Verify evidence model directly.
Re-testRe-runs the original hypothesis to prove the fix held.Verify directly.
Customer-controlled executionWorkers run near approved targets under your authorization and audit.Verify the execution and authorization model directly.
FAQ

Questions, answered.

Should I replace autonomous offensive security with 0day Factory?

Often they are complementary. The useful question is which tool produces defensible exploit proof in your environment, with context, re-test and customer-controlled execution. Evaluate both on the dimensions above and verify each vendor's current capabilities directly.

KEEP READING

Compare on exploit proof, not severity scores.

Request access and see a de-identified investigation end to end: hypothesis, path, safe validation, evidence and re-test.