Sovereign data
Choose where assessment execution, findings and reports are hosted, with access, retention and egress controls agreed for your deployment.
Autonomous Pentesting
for the AI EraFind exploitable weaknesses and give engineers evidence they can use. Run FailSafe SWARM as a managed SaaS platform, or choose sovereign data hosting and inference for sensitive workloads.
Backed by
Proof points
1
on CVE-Bench v2.1.0
Ranked first in our September 2026 comparison of reported results on real web vulnerabilities. See the scores, test budgets and method.
48h
from vulnerability scanning to code remediation
Deploy agents, build threat models, reproduce findings, connect ITSM and open remediation PRs within 48 hours of agreed access and integration readiness. Your team approves changes.
Local
Own your inferencing
Own the hosting and the inference. A fully local deployment keeps sensitive workloads, model processing and evidence inside your enterprise environment, with no external model calls.
Deployment options
SaaS when you need speed. Sovereign when you need control.
Use FailSafe-managed SaaS for straightforward access to SWARM. For government, military and critical infrastructure workloads, explore dedicated regional hosting or a customer-operated deployment with local inference, subject to your security requirements.
Explore sovereign optionsSovereign inference
Run FailSafe’s GlassBreak cyber model inside your enterprise environment. In the fully local configuration, sensitive assessment workloads stay within your boundary.
The FailSafe workflow
48 hours from vulnerability scanning to code remediation.
Move from a deployed agent to a threat model, validated findings, ITSM handoff and agent-generated remediation PRs in one connected workflow.
01
Deploy and model the threat
Agents map the authorized application, identities and trust boundaries, then build a threat model to guide the assessment.
02
Test real attack paths
SWARM actively investigates how weaknesses can be used across application flows, APIs, internal systems and AI tools.
03
Reproduce before escalating
Validate the finding and preserve reproducible evidence. Give engineers a demonstrated failure to work on and reduce time spent chasing false positives.
04
Put the work in your ITSM queue
Send validated issues, impact and remediation context into your connected ITSM workflow so the right team can take ownership.
05
Open the remediation PR
Agents propose code changes in pull requests for your engineers to review. After a fix is applied, retest the original path and record the result.
The 48-hour workflow starts with full access, agreed scope and connected repository and ITSM integrations. Your team controls PR review, merge and production rollout. Remediation beyond that scope is planned with you. The first-pentest promotion has its own report and retest deliverables.
SWARM™ Platform
Know what an attacker can actually do.
A list of alerts leaves your team with more work. SWARM investigates how a weakness could affect your business, records evidence your engineers can reproduce, and gives them a clear place to start fixing it. Run another assessment when your application changes.
How It WorksTrusted by security teams that want to stay ahead.
San Francisco × Singapore
Built by people who have defended systems that matter.
FailSafe brings together Grab’s founding CISO, experience at Google, Microsoft and Okta, applied cryptography, military operations and product engineering.
Founded in February 2023, our cyber frontier lab combines that operator experience with SWARM agentic testing and GlassBreak cyber-model research. The work is practical: find the weakness, prove its impact and help the team fix it.
Meet the founding team
Prioritize security exposures using exploit activity, business importance and the controls already in place.
Insights
View all postsLatest insights
Research
Ahold Delhaize incident: validate safe suspension and recovery
Ahold Delhaize’s October cyber incident disrupted digital services while stores stayed open. Security lessons for retail dependencies and recovery controls.
Research
Andromeda credential incident: keep AI infrastructure scope precise
Andromeda’s October statement distinguishes exposed credentials from unobserved model-data access. A practical review of AI infrastructure privileges.
Research
AOMEI update tampering: five-minute attacks defeat snapshot reviews
Mandiant’s October disclosure describes short-lived AOMEI update tampering earlier in 2026. Lessons for artifact trust and continuous security evidence.
Get started
Ship the next release with fewer security unknowns.
Start with a focused pentest of your web app, API, mobile app or internal network. Need ongoing testing or a private deployment? Talk to our team about SWARM.
MSSP or system integrator? Explore the partner program
For enterprise buyers
Make the case for FailSafe.
See how active testing, FailSafe-trained cyber models and sovereign inference work together for your security and engineering teams.
Own your inferencing
Understand how FailSafe can keep model processing, code and evidence inside your enterprise environment.
Read the guide →Why our cyber models matter
Explore the role of security post-training, SWARM execution and evidence in an enterprise assessment.
Read the guide →From demonstrated weakness to reviewed fix
Follow a validated attack path into an ITSM issue, a remediation PR and a retest.
Read the guide →Questions & answers
Frequently asked questions
Quick answers about FailSafe's services, coverage, and engagement process.
For an agreed connected engagement, FailSafe takes the workflow from agent deployment and threat modeling through active testing, reproduction of findings, ITSM handoff and agent-generated remediation pull requests within 48 hours of full access and integration readiness. Your team reviews and merges changes and controls production rollout. Confirm the scope and prerequisites with us; the first-pentest promotion separately includes its report window and remediation retesting.
Yes. A fully local FailSafe deployment can keep model inference, source code, prompts, traces and assessment evidence inside your enterprise environment, with no external model calls or cloud fallback in that configuration. We agree hosting, egress restrictions, telemetry, updates and support access as part of deployment design. Regional data storage alone does not provide this control.
FailSafe develops and security-post-trains its GlassBreak cyber models from an open-weights base. Combined with SWARM’s active testing workflow, they support threat modeling, attack-path investigation and reproducible evidence. Enterprise teams can evaluate the model and execution workflow together and choose customer-controlled inference.
FailSafe is a cyber frontier lab. Our SWARM platform uses AI agents to investigate security weaknesses in applications, APIs, networks and AI systems. We also develop GlassBreak cyber models and carry out security research.
A conventional penetration test is a scoped assessment delivered for an agreed engagement. SWARM is an agentic testing platform designed to run assessments across authorized applications and infrastructure. Scope, cadence, human review, and retesting depend on the engagement configuration.
Each validated finding includes evidence of what happened and guidance on what to change. Your engineers can review the result, reproduce it within the agreed scope, and retest after remediation.
A scoped penetration test can document the agreed scope, methods, test period, findings, and remediation status for a security program. It does not issue a SOC 2 report or ISO/IEC 27001 certification, and auditor acceptance depends on the auditor and the organization's requirements.
FailSafe tests web applications, APIs, cloud infrastructure, identity controls, Active Directory, LLM applications, AI agents, MCP servers, and specialized critical code.