01
Creation expands.
People who never considered themselves software engineers can now make systems that real users and companies depend on.
How software gets built has changed.
AI is no longer just helping engineers write code. It is becoming part of how software is conceived, assembled, revised, and shipped.
The distance between an idea and a running system is collapsing. Responsibility arrives before experience does.
02
Change accelerates.
Small teams can move from intent to production before traditional review cycles can form around the work.
03
Uncertainty compounds.
The software works and people are using it. The person responsible may still have no reliable way to judge whether it is secure.
Security expertise can be present wherever software decisions are made.
Security expertise has traditionally sat outside the work itself. Centralized teams became the control point, forcing builders to wait for judgment or proceed without it.
AI changes that operating model. Security judgment can meet the builder inside the decision, the team before launch, and the system as it changes. Security organizations can retain the calls that require human judgment without becoming the gate for everything else.
That takes more than access to security knowledge. It requires maintained security intelligence that models can apply to the system in front of them.
The same acceleration. Different stakes.
Builders, teams, and security organizations face the same change from different positions.
The builder
“People are using what I made. Is it actually safe?”
You described a product, AI helped build it, and people began depending on it. A customer wants to use it. A company sends a security questionnaire. The risk is real, but you do not yet have the knowledge to judge it.
The team
“We’re about to launch. Did we build this securely?”
The system came together faster than the team could reason through every trust boundary, permission, dependency, and failure mode. A clean scan cannot tell you which risks remain, which were ruled out, or how complete the review was.
The security organization
“How does judgment reach every decision without becoming the gate?”
Centralized review puts security expertise outside the decisions it must influence. The next model extends that expertise through intelligence embedded with builders and systems, while security teams retain the calls that require human judgment.
Give AI maintained security intelligence to reason from.
Inference Brain is the maintained security-intelligence foundation behind every product we build. It connects controls, threats, rationale, relationships, applicability, and source provenance.
Models use that foundation to reason about the system in front of them: what can fail, why it matters, and which evidence bounds the answer.
MeaningRationaleApplicabilityProvenanceRevision
One intelligence. Three moments in the life of software.
01 / SHAPE
Architect
Before the system exists
Shape security into the system before decisions harden into code.
Architect reasons with the builder about trust boundaries, identity, data, permissions, integrations, and failure. It turns a security-sensitive choice into a recommendation that can be implemented and verified.
Explore Architect →02 / INVESTIGATE
Scanner
As the system becomes real
See the risks that only emerge across the whole system.
Scanner investigates how code, configuration, dependencies, and architecture combine into system behavior. It follows candidate failures through the codebase, then validates or rejects them against evidence.
Explore Scanner →03 / WATCH
Sentry
As the system changes
Keep security understanding current.
Sentry assesses supplied public surfaces and verified connected configuration. It reopens bounded judgments when releases, settings, exposure, knowledge, or evidence change.
Explore Sentry →Inference Security builds security intelligence for software made with AI.
Our products help builders, teams, and security organizations shape secure systems, investigate system-level risk, and keep security understanding current as software changes.
Coming soon