Veracode provides traditional SAST/DAST security testing after deployment. Safeguard starts you clean with 10M+ zero CVE images and packages, then delivers modern software supply chain security with autonomous remediation across 100-level dependency depth. See why starting with zero CVE components and continuous self-healing outperforms periodic scanning.
Modern supply chain security vs legacy application security testing
3,000+ zero CVE images + 3,000+ Gold packages—malware-free from day one
None—testing-focused with manual fixing after scans
Modern SSCS: supply chain security with autonomous self-healing across full lifecycle
Legacy AppSec: SAST/DAST scanning with manual remediation workflows
Autonomous Auto-Fix—fixes vulnerabilities in minutes without manual approval
Manual remediation—developers must manually fix issues after scan results
100-level dependency depth with reachability analysis—80% fewer false positives
SCA with limited transitive analysis—high false positive rate
Cloud-native across 15 providers—deploy anywhere without vendor lock-in
SaaS-only platform—limited deployment flexibility
Complete SSCS: code, containers, AI models, CI/CD, SBOM, TPRM, Gold packages
Application security focused—limited supply chain and container coverage
Complete SBOM lifecycle with EO 14028 attestation and continuous monitoring
Basic SCA reporting—no SBOM lifecycle management or attestation
Continuous scanning with incremental analysis—real-time protection
Periodic scans (hours for SAST)—delays between code changes and feedback
Autonomous fixing with minimal developer interruption—no manual review
Manual triage and fixing—significant developer time investment
FedRAMP HIGH, IL7, SOC 2 Type II ready—compliance-ready architecture designed for federal requirements
FedRAMP Moderate, SOC 2—limited IL7 and HIGH compliance capabilities
Dedicated TPRM with vendor SBOM validation—protects against 95% of breach vectors
No third-party risk management—only scans your own applications
Seven in-house, security-tuned models: five Griffin variants plus Eagle and Lion, each scoped to a different reasoning workload
Fix and Veracode AI features layered on top of upstream models—no in-house multi-variant model lineup
Aegis attention architecture for long-context reasoning, with mixture-of-experts in the largest tier
No published in-house attention architecture
Models trained on a security-only corpus—no customer code, no general web crawl
No public commitment to a security-only, customer-code-free training corpus
Tokeniser extended for vulnerability classes, CVE IDs, package coordinates and exploit primitives
Standard tokenisation from upstream model providers
Every finding ships with HYPOTHESIS / CITED PATH / DISPROOF / PROPOSED PATCH—reviewable and machine-parseable
Findings include flaw metadata and AI-explained fixes—no contractual structured trace schema
Every finding is challenged by a disproof pass before it reaches the user
No published adversarial disproof step on AI-generated findings
Triage score routes each finding to the right model tier
No published auto-router across multiple in-house model tiers
Lion runs locally for inline IDE / pre-commit suggestions with sub-100ms p95 latency
IDE integrations call back to the platform—no local sub-100ms in-house model
Reasons across 12+ hops of cross-package taint, following data flow through transitive boundaries
Mature intra-application data-flow analysis; cross-package supply-chain taint at the same depth is not the focus
Correlates related findings into a single reasoning pass so issue chains are explained together
Findings issued per scan/rule; no published multi-finding correlation pass
Safeguard Code—a local AI coding agent for terminal and IDE workflows with full repo context
Veracode Fix surfaces AI-generated fixes inside the platform; no local terminal/IDE coding agent of equivalent scope
Safeguard MCP Server exposes tools to AI clients with capability scoping and sensitive-data egress guardrails
No published MCP server with capability-scoped tools and egress guardrails
Tracks the models, prompts and tools used inside your SDLC as a first-class AI-BOM artefact
Inventory is application-focused; no published AI-BOM tracking models, prompts and tool chains
Upstream patch + maintainer test-suite + draft advisory delivered as one coordinated disclosure package
Publishes State of Software Security research; no bundled upstream patch + test suite + draft deliverable
Public threat intelligence feed available as RSS, JSON and STIX
Research and advisories are published; no equivalent multi-format public threat feed
Safeguard-published research with coordinated disclosure on real-world supply-chain incidents
State of Software Security and related research is published regularly—genuine strength of the vendor
Public bug bounty programme covering the Safeguard platform
Responsible disclosure process exists; no widely-public bounty programme of equivalent scope
Air-gapped and sovereign deployment with the full Griffin Zero (671B-MoE) and the rest of the lineup running in-region
Primarily SaaS, with FedRAMP-authorised cloud—no air-gapped deployment with a full in-house large-model lineup
Three public constitutions (Security, AI, Human Values) govern model and platform behaviour
No published constitution-style governance documents of equivalent scope
Public product roadmap visible to customers and prospects
Roadmap shared under NDA in customer briefings—no fully public roadmap
Safeguard Academy—public training and certification programme on supply chain security
Veracode Security Labs provides hands-on secure-coding training—genuine strength of the vendor
Provenance bundle lets customers independently verify which model weights and pipeline produced a given finding
No published customer-verifiable model provenance bundle for AI findings
Three deployment shapes documented: shared cloud, dedicated, VPC-isolated, air-gapped, and sovereign
SaaS with FedRAMP region; no full lineup of dedicated, VPC-isolated, air-gapped and sovereign shapes
Audit logs exportable by the customer in JSON and CycloneDX
Audit logs available via API; no published CycloneDX-format export
Sandbox tenant for self-serve evaluation with realistic data and full feature surface
Trial access is sales-gated—no fully self-serve sandbox tenant of equivalent scope
Veracode focuses on application security testing (SAST/DAST). Safeguard protects your entire software supply chain: dependencies, containers, AI models, third-party vendors, and curated Gold packages—addressing modern threat vectors.
Veracode generates scan reports requiring manual developer fixing. Griffin AI autonomously fixes vulnerabilities and deploys remediations without human approval—eliminating backlogs and accelerating time-to-fix.
Veracode scans take hours and run periodically. Safeguard provides continuous scanning with incremental analysis—real-time protection as code changes with minimal performance impact.
Veracode is SaaS-only. Safeguard deploys across 15 cloud providers, on-premises, and air-gapped environments with true multi-tenant isolation—flexibility for any infrastructure requirement.
Veracode reports all vulnerabilities without exploitation context. Safeguard uses reachability analysis to show only exploitable vulnerabilities—80% fewer false positives and better developer focus.
Veracode provides basic SCA reports. Safeguard manages the complete SBOM lifecycle: auto-generation, enrichment, validation, secure distribution, continuous monitoring, and EO 14028 attestation for federal compliance.