AI ResolveX

AI vulnerability triage: cut scanner noise to the issues worth fixing

AI ResolveX is a GenAI assistant for AI vulnerability triage, built for security and DevOps teams. It deduplicates CVE findings, enriches exploitability context, maps patch guidance, and turns scanner noise into ranked work your engineers can act on.

Bring a sample backlog. We will show how AI ResolveX would sort, enrich, and route it.

CVE triage your team reviews
Vendor feeds monitored for patches
Google GenAI on Google Cloud
Human review stays in the loop

Analyst triage queue

Thirteen rows of scanner noise. Two issues worth fixing.

The same backlog, before and after AI ResolveX. Duplicates are compressed, CVE context is attached, and each real issue arrives ranked with an owner and a next step. That is vulnerability prioritization your engineers can act on.

Before AI ResolveX

Raw scanner queue. 13 rows, unsorted, unowned.

SCANNER QUEUE13 open
SourceFindingHostSev.Owner
Sourcescanner-aFindingopenssl CVE-XXXX-1001Hostapi-gw-01SeverityHighOwnerUnassigned
Sourcescanner-bFindinglibssl CVE-XXXX-1001DuplicateHostapi-gw-01SeverityCriticalOwnerUnassigned
Sourcescanner-cFindingxml-parser CVE-XXXX-1002Hostauth-svcSeverityMediumOwnerUnassigned
Sourcescanner-aFindingopenssl CVE-XXXX-1001DuplicateHostweb-02SeverityHighOwnerUnassigned
Sourcescanner-cFindingopenssl-pkg vulnDuplicateHostweb-02SeverityCVSS 7.xOwnerUnassigned
Sourcescanner-bFindinglibxml CVE-XXXX-1002DuplicateHostauth-svcSeverityHighOwnerUnassigned
Sourcescanner-aFindingopenssl CVE-XXXX-1001DuplicateHostbatch-04SeverityHighOwnerUnassigned
Sourcescanner-bFindinglibssl CVE-XXXX-1001DuplicateHostbatch-04SeverityCriticalOwnerUnassigned
Sourcescanner-aFindingxml-parser CVE-XXXX-1002DuplicateHostbilling-apiSeverityMediumOwnerUnassigned
Sourcescanner-cFindingopenssl-pkg vulnDuplicateHostapi-gw-01SeverityCVSS 7.xOwnerUnassigned
Sourcescanner-bFindinglibxml CVE-XXXX-1002DuplicateHostbilling-apiSeverityHighOwnerUnassigned
Sourcescanner-aFindingopenssl CVE-XXXX-1001DuplicateHostweb-03SeverityHighOwnerUnassigned
Sourcescanner-cFindingxml-pkg vulnDuplicateHostauth-svcSeverityCVSS 6.xOwnerUnassigned
  • 11 of 13 rows are duplicates of the same two issues.
  • The same CVE carries three different severity labels across scanners.
  • No row has an owner, so work stalls between teams.
  • No patch path or exploitability context is attached to any finding.

After AI ResolveX

Ranked queue. 2 issues, owned, ready for analyst review.

AI RESOLVEX / RANKED ISSUES13 findings→2 issues
01

OpenSSL · CVE-XXXX-1001

CriticalOwner: Platform8 findings merged
Context4 hosts across 3 scanners; one severity after CVE check
PatchVendor fix available; upgrade package
Next stepUpgrade, validate dependent services, close 8 tickets as one
02

XML parser · CVE-XXXX-1002

CriticalOwner: AppSec5 findings merged
ContextExploit reference in CVE record; internet-facing services
PatchPatch listed in vendor feed
Next stepPatch auth-svc and billing-api; confirm exposure
Analyst approves before work is routed. Review queue
  • 13 findings compressed into 2 ranked issues.
  • One severity per issue, backed by CVE and vendor evidence.
  • Every issue has a mapped owner.
  • Patch path and next step attached; analysts review before routing.

The triage problem

Your scanners are working. Your triage process is breaking.

Most security teams do not have too little data. They have too many findings and too little context to act on them. Six failures show up in almost every vulnerability backlog.

01

Duplicate findings across scanners

The same CVE shows up in every tool. Analysts review one risk three, five, eight times over.

What it costsAnalyst hours lost to repeat review
02

Severity without exploitability

Teams patch by score instead of real exposure, so the urgent issue waits behind the loud one.

What it costsThe wrong work gets done first
03

Vendor patches outpace the backlog

Fixes ship across vendor feeds faster than anyone can read them, and relevant patches get missed.

What it costsA longer exposure window
04

No clear owner

Work stalls between AppSec, DevOps, SRE, and product teams while someone maps each finding by hand.

What it costsRemediation stalls between teams
05

Tickets engineers cannot act on

No patch path, no package context, no risk reason. Tickets bounce back to security.

What it costsReopened and rejected tickets
06

No view leadership can trust

Leaders cannot see what was triaged, what was accepted, what was routed, and what is still exposed.

What it costsWeak risk reporting

The result is slow response, avoidable risk, and security teams chasing work instead of reducing exposure.

What AI ResolveX does

How AI ResolveX does CVE triage

AI ResolveX sits above your scanners and ticket queues as the decision layer. It removes the noise, adds the context, and hands your team ranked work, while analysts stay in control.

01Bulk CVE triageSolves problem 01

Work one issue, not eight copies.

Process thousands of findings in one pass. AI ResolveX groups duplicates across scanners, normalizes CVE metadata, and prepares a clean queue for review.

To reduce duplicate vulnerability findings, AI ResolveX groups reports from multiple scanners into one issue.

  • Duplicate grouping across every scanner
  • Severity and CVE metadata assigned in seconds
  • Triage prepared for your team to review
Outcome · Reduce analyst loadLess repeated review. More time on the vulnerabilities that matter.
AI RESOLVEX / BULK TRIAGELive

Findings in

2,418

Duplicate groups

312

Unique issues

486

Awaiting review

64

GroupCopiesReview
OpenSSL · CVE-XXXX-1001×8 copiesPending
XML parser · CVE-XXXX-1002×5 copiesPending
Base image · CVE-XXXX-1004×6 copiesAccepted
02Exploitability contextSolves problem 02

Fix what is exposed, not just what is loud.

Move past raw severity scores. The assistant explains why an issue matters, where it is exposed, and what makes it urgent.

  • Exploit signal and affected surface on every issue
  • Confidence and evidence attached to each call
  • Ranked by severity, exposure, patch availability, and urgency
Outcome · Speed up responseCritical findings move from raw scanner output to owned remediation work faster.
AI RESOLVEX / EXPLOITABILITYLive

Finding

XML parser · CVE-XXXX-1002

SeverityHighVendor score
Exploit signalExploit publicReference listed in CVE record
Affected surfaceInternet-facingAPI service
ConfidenceHigh confidenceAnalyst to confirm
EvidenceCVE recordvendor advisoryasset inventory
03Patch intelligenceSolves problem 03

Catch the fix as soon as it ships.

AI ResolveX monitors vendor feeds and surfaces patch guidance when a relevant fix becomes available.

  • Continuous watch across vendor feeds
  • Fixed versions mapped to affected packages
  • A recommended upgrade for each issue
Outcome · Keep up with vendor changesRelevant fixes are easier to catch, because the feeds are watched for you.
AI RESOLVEX / PATCH FEEDSLive
Vendor feed ledgerVendor feeds watched
FeedRelease noteFixed inAction
vendor-aOpenSSL security updatex.y.z+1Upgrade
vendor-bLogging library patch2.x.4Upgrade
distro-cBase image rebuild advisoryPendingMonitor
vendor-dNo relevant packages affected—No action
04Remediation guidanceSolves problem 04 · 05

Hand engineers a ticket they can close.

Every issue goes to the right owner with the reason, fix path, validation note, and dependency warnings already attached.

  • Owner mapped for every issue
  • Fix path, test note, and dependency warning
  • Connects to the ticketing workflow you already use
Outcome · Improve engineering handoffEngineers get context and fix guidance instead of vague security tickets.
AI RESOLVEX / TICKET DRAFTLive
VULN-0417CriticalDraft · awaiting approvalOwner: Platform

Upgrade OpenSSL on shared base services

ReasonCritical CVE, patch available, 8 duplicate findings merged
Fix pathBump package to vendor fixed version; rebuild images
Test noteValidate TLS handshake on dependent services
DependencyTwo services pin the older version; update together
05Security review assistantSolves problem 01 · 02

Ask the backlog a question. Get an answer with evidence.

Analysts query the backlog in plain language and get explainable answers with cited CVE, feed, and asset evidence.

  • Natural-language questions across the backlog
  • Answers cite the evidence behind them
  • A suggested next action, never an automatic one
Outcome · Keep analysts in controlFaster answers without handing the decision to a black box.
AI RESOLVEX / REVIEW ASSISTANTLive
Which critical findings this week have a vendor patch and touch internet-facing services?

AI ResolveX answer

Two findings match. The OpenSSL issue has a vendor fix and is exposed on public endpoints [1]. The XML parser issue has an exploit reference and a patch in the vendor feed [2].

[1] CVE-XXXX-1001 · vendor-a advisory · asset inventory[2] CVE-XXXX-1002 · vendor-b feed · exposure scan

Suggested next action: route both to owners after analyst approval.

06Security and controlSolves problem 06

The product prepares decisions. Your team approves action.

AI ResolveX runs securely on Google Cloud with Google GenAI, and keeps a clear record of every recommendation and approval.

  • Analysts review ranked findings before teams act
  • Recommendations carry CVE, feed, patch, and context evidence
  • A record of what was triaged, accepted, routed, and still exposed
Outcome · Show control to leadershipSecurity leaders can show exactly where the backlog stands.
AI RESOLVEX / DECISION RECORDLive
Decision gate
01Finding prepared with evidenceAI ResolveX
02Ranking and route reviewedAnalyst
03Action approved and routedYour team
Leadership view · this week

Triaged

486

Accepted

412

Routed

58

Exposed

16

The product turns vulnerability management from a backlog chase into a managed operating rhythm.

How it works

The decision layer between your scanners and your ticket queue.

AI ResolveX connects to the signals your team already uses, reasons over them with Google GenAI on Google Cloud, and hands analysts a ranked queue to approve before any work is routed.

Input arrives“Nightly export: the same CVEs reported by three scanners, no owners, no patch notes.”
1Connect sourcesSignals your team already has enter one triage flow.
Scanner resultsMultiple tools, one intake
CVE recordsMetadata and references
Vendor feedsMonitored for patches
2AI ResolveX engineGoogle GenAI on Google Cloud. Three operations run on every finding:
DeduplicateGROUPRepeated findings merged into one issue.
EnrichCONTEXTCVE metadata, exploitability, assets, patch notes.
RankPRIORITYSeverity, exposure, patch availability, urgency.
Every recommendation keeps its CVE, feed, patch, and context evidence.
3Analyst reviewAnalysts review the ranked queue, adjust the call, and approve. Nothing routes without sign-off.
ApproveAccept ranking and route
AdjustChange owner or priority
4Route workApproved issues leave as work engineers and leaders can use.
Ranked queueOrdered by real risk
Ticket-ready guidanceOwner, fix path, test note
Leadership viewTriaged, accepted, routed, exposed

Labels describe capabilities, not a fixed configuration.

Three layers, one assistant

Ingest layer

Connects to the scanner and ticketing workflow your team already uses, and watches vendor feeds for relevant patches.

Reasoning layer

Google GenAI deduplicates, enriches, and ranks findings, assigning severity and CVE metadata in seconds.

Control layer

Human review, evidence trails, and approval before action. The product prepares decisions; your team approves them.

Google GenAIDeployed securely on Google CloudHuman review in the loop

Bring your vulnerability backlog. We will show the triage path.

Book a 30-minute product demo to see how AI ResolveX deduplicates findings, enriches CVE context, ranks risk, and prepares remediation work for your team.

Best fit for security, DevSecOps, SRE, and platform teams managing high-volume vulnerability findings.

What the free pilot looks like

  1. 01

    Select a representative vulnerability backlog or scanner export.

  2. 02

    AI ResolveX groups duplicates and enriches CVE context.

  3. 03

    Your security team reviews the ranked queue and recommendation quality.

  4. 04

    SquareShift helps map the pilot into your triage and ticketing workflow.

AI ResolveX is built by SquareShift, a Google Cloud Premier Partner. Read more about AI ResolveX on our blog.