Upwind confirms which vulnerabilities are actively running. Surf AI turns those confirmed findings into owned, approved, closed remediations — in minutes, not days.
The Problem
Cloud security teams carry a growing remediation backlog.
A typical enterprise environment generates thousands of CVE alerts per week from static analysis alone, many of them theoretical. Cutting through that noise to identify what is genuinely dangerous right now is the first unsolved problem. The second is what happens after you find it.
Upwind separates signal from noise with eBPF-powered runtime sensors that confirm which vulnerable libraries are actively loaded in memory. Surf AI solves everything that comes after detection — ownership, blast radius, compliance, and remediation — so teams work through their backlog instead of just managing it.
What changes
Signal
Static scanners flag what's present in an image. Upwind confirms what's loaded in memory on live workloads — the difference between a 10,000-finding backlog and a focused list of what needs to be fixed today.
Context
Who owns this service? What breaks on redeploy? Is it PCI-scoped? Those answers live across a dozen systems. Surf's Context Graph resolves them in seconds so engineers remediate instead of escalate.
Throughput
Without Surf, teams spend 8–20 hours closing a single runtime CVE. With Surf, detection-to-closure drops to 12–20 minutes — human time under 30 seconds — so backlog becomes throughput.
The Scenario
Vulnerable library confirmed loaded in memory on a live production workload.
Two paths
Without Surf AI
8–20 hours
50 findings takes weeks — before new ones arrive.
Runtime detail is there. Ownership, blast radius, and change policy still aren't.
With Surf AI
12–20 minutes
Human time: under 30 seconds. 50 findings in a day.
Upwind's webhook fires. The Context Graph fills in the rest in parallel.
Critical CVE — payments-api
CriticalCVE-2024-XXXX · CVSS 9.1 · active at runtime
Surf AI via Upwind · Approve & Redeploy
How it works
Signal
Upwind emits a webhook with full runtime context — container, namespace, cluster, loaded library, and confirmed active status — so Surf can trust the signal immediately.
Context
The Context Graph resolves ownership, models blast radius, applies compliance policy, and drafts the change record across GitHub, Okta, Workday, PagerDuty, AWS, and ServiceNow.
Execution
The owner gets a Slack action with the recommended fix. One approval triggers redeploy; Upwind confirms the CVE is gone; Surf writes REMEDIATED back with a full audit trail.
All of it runs inside the Context Graph, a continuously updated knowledge graph that links identity, cloud, code, HR, and IT systems.
How the Context Graph makes this possible
A stale Kubernetes label still resolves to the humans responsible today — by correlating GitHub commits, Okta groups, Slack activity, and HR records.
Before recommending action, Surf simulates downstream impact across service call graphs and retry logic so teams know what will and won't break.
PCI scope, change approval rules, and SLAs are properties of every node — resolved alongside ownership, not as a separate chase.
Workday leave, PagerDuty on-call, and Okta activity determine who can act right now — not just who owns the resource on paper.
Surf writes remediation outcomes back to Upwind with timestamp, action, and approver — so the audit trail is complete on both sides.
Partners
Surf AI is an agentic operations platform that helps enterprises operationalize security programs with AI. By connecting context across identity, cloud, data, HR, and IT systems, Surf closes the gap between understanding risk and acting on it. Surf's AI-native platform uses specialized agents to drive action with human oversight, guardrails, and auditability built in. Surf is backed by Accel, Cyberstarts and Boldstart Ventures, and trusted by global companies including Fortune 500 enterprises.
www.surf.aiUpwind is the next-generation cloud security platform built to lead the runtime revolution. With rapid momentum and a bold vision to unify cloud and application-layer protection, Upwind helps organizations run faster, detect threats earlier, and secure their environments with unmatched precision. Upwind was founded by Amiram Shachar and his founding partners from Spot.io and is backed by Greylock, Cyberstarts, Leaders Fund, Craft Ventures, Cerca Partners, and Sheva. The company has secured $180 million in funding since its founding in 2022.
www.upwind.ioUpwind Security and Surf AI
See how Surf operationalizes runtime-confirmed findings with ownership, guardrails, and a closed-loop audit trail.
