Problem: 85% of breaches start with vulnerable dependencies you inherited on day one. Snyk has no zero CVE components—you deploy broken, then fix manually. Cost: FinTech got 50,000+ Snyk alerts/month with 92% false positives. Wasted $720K/year. Remediation took 45 days. Snyk scans 60 levels, missing threats 87 levels deep. Solution: Safeguard provides 10M+ zero CVE components—start clean. NEW IDE Extension auto-fixes as you code. Griffin AI autonomously fixes at 100-level depth (40 more than Snyk). 80% fewer false positives. Benefit: Fortune 500: 92% faster (45 days → 3 days), $4.2M saved, zero breaches in 18 months. Deploy anywhere: Cloud, on-prem, air-gapped.
See how Safeguard's self-healing approach outperforms Snyk's alert-based scanning
Problem: You inherit CVEs from day one. Cost: Startup lost $10M deal. Solution: 10M+ zero CVE images at gold.Safeguard.sh. Benefit: Achieved SOC 2 in 6 weeks, closed $10M deal.
None—you inherit vulnerabilities from day one, then Snyk alerts you to fix manually for weeks. No zero CVE start option.
NEW: IDE Extension for VS Code, IntelliJ, PyCharm—secure code as you write it with autonomous fixes
IDE plugins available but alert-only—no autonomous fixing in editor
Problem: Vulnerabilities hide 100 levels deep. Cost: Healthcare had vuln at level 87—$25M ransomware risk. Solution: We scan 100 levels (40 more than Snyk). Benefit: Found vuln 87 levels deep, prevented $25M attack.
Limited to ~60 levels—completely missed vulnerability 87 levels deep that was actively exploited in the wild
Problem: Alert fatigue kills productivity. Cost: FinTech got 50,000+ Snyk alerts/month, 92% false positives, wasted $720K/year. Solution: Reachability analysis shows only exploitable vulnerabilities. Benefit: 80% fewer alerts. Saved $4.2M in first year.
Alerts on every CVE regardless of reachability—92% false positive rate at Fortune 500 (50,000+ monthly alerts with only 4,000 real threats)
Problem: Manual fixing takes weeks. Cost: Fortune 500 took 45 days to remediate while vulnerabilities stayed exploitable. Solution: Autonomous self-healing without approval. Benefit: 45 days → 3 days (92% faster), $4.2M saved, zero breaches in 18 months.
Alert-based only—generates PRs requiring manual review, approval, and fixing. Fortune 500 financial took 45 days on average. Vulnerabilities remain exploitable for weeks.
Problem: IL7 requires air-gapped operation. Cost: Defense contractor couldn't bid on $12M DoD contract without offline scanning. Solution: NEW CLI tool works without internet. Private on-prem. Benefit: IL7 compliance in 4 months, secured $12M DoD contract.
Cloud-only SaaS—cannot work in air-gapped or classified IL7 environments. No internet = no Snyk. Defense contractor couldn't use Snyk for DoD contracts.
15+ cloud providers (AWS, Azure, GCP, Oracle, Alibaba, IBM, DigitalOcean, and 8 more) + on-prem + air-gap
Primarily AWS, Azure, GCP—limited multi-cloud flexibility, no air-gap support
Compliance-ready architecture designed for FedRAMP HIGH, IL7, SOC 2 Type II—built for federal standards
SOC 2 only—not architected for FedRAMP HIGH or IL7 classified environments
Griffin AI—purpose-built for SSCS with autonomous OODA loop + 100-level depth + reachability analysis
DeepCode AI—general-purpose AI retrofitted for security, limited depth analysis
Vendor SBOM validation before integration—caught critical payment gateway vuln before Black Friday (E-commerce: $500M protected)
Limited third-party risk visibility—no vendor SBOM validation workflow
Complete: Source code, IDE, containers, AI models, CI/CD, SBOM, TPRM, Zero CVE packages—every stage
Primarily development-focused—limited production monitoring and third-party risk coverage
Custom pricing based on your environment, usage, and security outcomes—tailored by sales team after project analysis
Per-developer seat pricing—costs increase linearly with team size, expensive at scale
Seven in-house, security-tuned models: five Griffin variants plus Eagle and Lion, each scoped to a different reasoning workload
DeepCode AI plus general-purpose LLM partnerships—no in-house multi-variant model lineup purpose-built for security
Aegis attention architecture for long-context reasoning, with mixture-of-experts in the largest tier for cross-file traces
No published in-house attention architecture—relies on third-party model behavior
Models trained on a security-only corpus—no customer code, no general web crawl, no leakage of proprietary source into the base weights
DeepCode trained on broad open-source code; no public commitment to a security-only, customer-code-free corpus
Custom tokeniser extended for vulnerability classes, CVE identifiers, package coordinates and exploit primitives
Standard tokenisation from upstream model providers
Every finding ships with HYPOTHESIS / CITED PATH / DISPROOF / PROPOSED PATCH—reviewable, auditable, machine-parseable
Findings and AI fixes are returned as natural-language explanations—no contractual structured trace schema
Every finding is challenged by a disproof pass that actively tries to refute the hypothesis before it reaches the user
No published adversarial disproof step on AI-generated findings
Triage score selects the right model tier per finding—cheap edge model for trivial cases, large MoE for deep traces
No published auto-router across multiple in-house model tiers
Lion runs locally for inline IDE / pre-commit suggestions with sub-100ms p95 latency, no network round-trip
IDE plugin calls back to cloud services—no local sub-100ms in-house model
Reasons across 12+ hops of cross-package taint, following data flow through transitive boundaries
Reachability is computed primarily within first-party code; deep cross-package taint chains are not the focus
Correlates related findings into a single reasoning pass so chains of issues are explained together, not as isolated alerts
Findings are issued per-rule; no published multi-finding correlation pass
Safeguard Code—a local AI coding agent for terminal and IDE workflows that applies fixes with full repo context
Snyk Agent Fix surfaces AI-generated fixes inside the platform, but there is 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 dependency-focused; no published AI-BOM tracking models, prompts and tool chains
Upstream patch + maintainer test-suite + draft advisory delivered as one coordinated disclosure package
Snyk Security publishes advisories and works with maintainers, but does not bundle upstream patch + test suite + draft as a single deliverable
Public threat intelligence feed available as RSS, JSON and STIX
Snyk Vulnerability Database is public and has feed access—comparable in spirit, though not multi-format STIX
Safeguard-published research with coordinated disclosure on real-world supply-chain incidents
Snyk Labs publishes research and advisories regularly—genuine strength of the vendor
Public bug bounty programme covering the Safeguard platform
Public bug bounty / responsible disclosure programme exists
Air-gapped and sovereign deployment with the full Griffin Zero (671B-MoE) and the rest of the lineup running in-region
Snyk is cloud-first SaaS—no equivalent 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 discussed in customer briefings; no fully public roadmap of equivalent transparency
Safeguard Academy—public training and certification programme on supply chain security
Snyk Learn provides free training content—genuine strength of the vendor
Provenance bundle lets customers independently verify which model weights and which training 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
Primarily shared SaaS with limited dedicated options—no air-gapped or sovereign deployment of the AI lineup
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
Free tier exists and serves as a de-facto sandbox—genuine strength of the vendor
85% of breaches start with vulnerable dependencies. Snyk makes you deploy vulnerable components first, then alerts you to fix. Safeguard provides 10M+ zero CVE images and malware-free packages—start clean, not compromised. SaaS startup lost $10M deal due to inherited vulnerabilities—switched to Safeguard, closed deal in 6 weeks.
Shift security left to the moment of coding. Safeguard IDE Extension for VS Code, IntelliJ, PyCharm catches vulnerabilities as you write code with autonomous fix suggestions. Snyk's IDE plugin alerts but doesn't auto-fix. 95% developer adoption in first month at Series B startup.
Vulnerabilities hide deep in dependency chains. Snyk scans ~60 levels max. Griffin AI traces all 100 levels—40 more than competitors. Healthcare customer found critical vulnerability 87 levels deep that Snyk missed. That vulnerability was actively exploited in the wild. Prevented $25M ransomware attack.
Snyk floods you with 50,000+ monthly alerts—92% false positives at Fortune 500 FinTech. Reachability analysis shows only exploitable vulnerabilities. Security team went from firefighting to strategic planning. $4.2M saved in security team hours.
Snyk alerts you—you fix manually (weeks of delays). Safeguard autonomously fixes vulnerabilities without approval. Fortune 500 financial services: remediation time from 45 days to 3 days (92% faster). The '.sh' in Safeguard stands for Self-Healing.
Snyk is cloud-only SaaS—can't work in air-gapped or classified networks. Safeguard CLI tool works without internet. Private on-prem deployment supported. Defense contractor achieved IL7 compliance in air-gapped environment—the only SSCS platform that works completely offline. Secured $12M DoD contract.
Snyk has SOC 2 only—not architected for federal standards. Safeguard compliance-ready architecture designed for FedRAMP HIGH, IL7, and SOC 2 Type II. Defense contractor: IL7 compliance in 4 months (industry average: 18 months). Built for classified networks and federal procurement.
Snyk lacks vendor risk visibility. Safeguard TPRM validates vendor SBOMs before integration. E-commerce platform validated 43 vendor SBOMs before Black Friday—caught critical payment gateway vulnerability. Protected $500M+ in revenue. Don't trust, verify.