AI-Native Product Security

Scale accountable judgment as fast as you ship.

AI agents write your code, pick your dependencies, triage your findings, and draft your advisories. The call to ship a release, disclose a vulnerability, or accept a risk still belongs to a named human. Efeeo is the system of record that scales that judgment.

Brief Ready for the next Shai-Hulud? Read the readiness brief

What Efeeo is

Efeeo is a Product Security Assurance platform for AI-powered software delivery.

The system of record for product security decisions — helping teams govern software increasingly written, reviewed, tested, and released by AI agents.

Point of View

Security intelligence is becoming cheap. Judgment is not.

AI has collapsed the cost of producing security intelligence. Triage, exploit analysis, advisory drafting, even remediation: the work that once consumed a product security team's week is becoming abundant and cheap.

What AI does not produce is accountable risk judgment. The call to ship, disclose, notify, or accept risk, made by a named human, on evidence that can be verified after the fact.

Product security is becoming the governance function for consequential product decisions. Efeeo is the system of record for that function.

Read the full point of view
Platform

The system of record for product security decisions.

Efeeo organizes evidence around decisions, not findings. Releases, advisories, exceptions, customer impact, and regulatory clocks all resolve back to the same proof graph, so the scarce work (the judgment call) always sits on verifiable ground.

Explore the Platform

AI provenance

Human and AI authorship, review, testing, and approval history preserved across every release.

Audit-ready records

Named ownership of what was known, what was unknown, what was decided, and why.

Coverage gaps

Explicit unknowns and missing evidence are surfaced instead of being hidden inside false all-clears.

Named accountability

AI can assemble the case, but consequential dispositions remain signed by a named human owner.

Independently verifiable

Tamper-evident records your customers, auditors, and regulators can verify without trusting Efeeo or your build infrastructure.

Use Cases

Built for the mandate you were actually hired to own.

The product security leaders being hired today are not hired to coordinate vulnerability findings. They are hired to protect systems that move money, hold patient data, and run inside connected devices. They are hired to answer for those systems under disclosure clocks, vendor notification windows, and board-level scrutiny. And they are doing all of that badly outnumbered — often something like one product security engineer for every hundred developers, with those developers now running development agents of their own. Efeeo is built for this mandate.

01

Release Assurance

Govern AI-influenced and agent-written releases with verifiable evidence before the product ships.

02

PSIRT Response

Determine affected products, versions, and customers within minutes, not days, with every conclusion tied to release history and evidence. Aligned to the FIRST PSIRT Services Framework you are chartered against.

03

Customer & Regulatory Readiness

Meet reporting obligations with defensible evidence, draft notification packets, and clocks that stay visible, in the disclosure regimes your products live under.

04

SBOM Strategy & Risk Exceptions

Own the SBOM as strategy, not artifact: assumptions, unknowns, exceptions, approvals, and accountable owners bound to every product and version.

05

Executive Reporting

Board-ready records that explain the decision trail without reconstructing it later, including for cyber-disclosure sign-off.

Where our buyers operate

FDA 524B SEC Reg S-P SEC cyber disclosure SOC 2 PCI DSS HIPAA
Governed AI Analyst

An analyst that works every vulnerability case from your proof graph.

The abundant work, done at machine speed. The scarce work, reserved for a named human. Every conclusion cited. Every unknown named.

When an advisory drops, the Efeeo Analyst triages it against your release history: which products and versions are affected, where they are deployed, and what the evidence does and does not support.

It assembles the exposure picture, drafts the customer advisory and notification packet, and tracks your reporting clocks - then hands the disposition to a named owner for sign-off.

Governance boundary It never decides, never notifies, never remediates.

Because it works from your evidence graph rather than improvising from tickets and stale SBOMs, its work product is auditable: citations, receipts, and an approval trail on every answer.

Proof

Evidence you can defend when the clock is running.

Efeeo is grounded in operator experience, replayed supply-chain incidents, and standards product security teams already use.

Read the Shai-Hulud Brief

Get started

Put your consequential decisions on the record.

See how Efeeo assembles the evidence, names the unknowns, and routes every disposition to a named human for sign-off.