Comparison
CitrusGlaze vs Jazz
Jazz rebuilds DLP with cloud AI. CitrusGlaze secures AI traffic locally — purpose-built for the prompts, secrets, and API calls that generic DLP misses.
| Feature | CitrusGlaze | Jazz |
|---|---|---|
| Focus | AI traffic security | General DLP (all data loss) |
| Data processing | 100% local — nothing leaves your machine | Cloud-processed (AI analysis in Jazz's cloud) |
| Approach | Local MITM proxy (network layer) | Endpoint agent (forensic monitoring) |
| AI tool coverage | 39+ verified (CLI, SDK, agents, browser) | All apps (not AI-specific) |
| Secret detection | 349+ patterns (real-time blocking) | AI-based classification (post-event) |
| Policy engine | Cedar declarative policies | AI-driven (no rules to write) |
| Injection detection | 18 pattern groups + heuristics | Not focused on prompt injection |
| Cost tracking | Per-request token counting + cost attribution | Not available |
| Deploy time | 5 minutes | Minutes (endpoint agent) |
| Price | Free tier + $10/user/month | Enterprise only (sales call) |
| Source code | Scanner is open source (MIT) | Proprietary / closed source |
Different tools for different problems
Choose CitrusGlaze if you need
- ✓ AI-specific security — prompts, API calls, tool governance
- ✓ 100% local processing — data never leaves your network
- ✓ Developer-friendly deployment that doesn't slow AI tools
- ✓ Real-time blocking of secrets before they reach AI providers
- ✓ AI cost tracking and per-application attribution
- ✓ Self-serve evaluation without a sales call
Choose Jazz if you need
- ✓ Broad DLP coverage across all data loss vectors (not just AI)
- ✓ AI-powered investigation with automated intent analysis
- ✓ Enterprise DLP replacement for legacy Symantec/Forcepoint
- ✓ Automated false positive reduction across all channels
- ✓ Well-funded vendor with dedicated enterprise support team
Key differences
Local vs cloud processing
Jazz's "Agentic Investigator" (Melody) processes your data in Jazz's cloud to determine intent and context. CitrusGlaze processes everything locally on each machine — your prompts, responses, and secrets never leave your network. For organizations where data residency matters, this is a fundamental architectural difference.
AI-specific vs general DLP
Jazz is rebuilding general-purpose DLP — it covers email, Slack, file transfers, and everything else. CitrusGlaze is purpose-built for AI traffic: 349+ secret patterns tuned for what developers paste into AI prompts, injection detection for prompt attacks, tool call governance via Cedar policies, and cost tracking for AI API spend. If your primary concern is AI tools, CitrusGlaze goes deeper. If you need to replace your entire DLP program, Jazz covers more ground.
Prevention vs investigation
Jazz focuses on reducing DLP noise — investigating after the fact to determine whether an event was a real threat. CitrusGlaze operates at the network layer and blocks secrets in real-time, before they reach AI providers. The 9-stage inspection pipeline runs in under 10ms. Both approaches have merit — Jazz reduces alert fatigue, CitrusGlaze prevents the leak from happening.
Self-serve vs enterprise-only
Jazz requires a demo call and targets enterprise buyers exclusively. CitrusGlaze has a free scanner you can run in 15 seconds (pip3 install citrusglaze-scan), transparent pricing starting at $10/user/month, and a self-serve evaluation path. No sales call required to get started.
Honest assessment
Jazz is well-funded ($61M), built by Israeli intelligence veterans, and already has dozens of enterprise customers. They have a larger team, dedicated enterprise support, and CISO advisors from the CIA and Barclays. If you're replacing your legacy DLP across the entire organization, Jazz is a serious contender.
CitrusGlaze is a focused tool for a specific problem: securing AI traffic. We're a smaller team, earlier stage, and transparent about it. Our advantage is architectural — 100% local processing, AI-specific detection, and a deployment model that doesn't require routing your data through someone else's cloud.
Many teams will benefit from both: Jazz for broad DLP coverage, CitrusGlaze for deep AI traffic security. They're complementary, not mutually exclusive.
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