AI · alternatives · 2026
24 alternatives to DejaVu (Cienaga Systems)
Predictive, Evolutionary Cyber Security tool
Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. DejaVu (Cienaga Systems) launched in 2016; newer entries below may have overtaken it.
- 1
- 2
Anthropic and OpenAI's publicly available models are explicitly guard-railed so that they refuse offensive tasks. And their cyber-focussed models are gated for enterprises. This leaves SMEs and mid market open to major vulnerabilities. AI can be used as both an adversarial and defensive tool in the world of cyber. A worst case outcome is if only the adversaries have access. Meanwhile, most existing AI cyber tools are just wrappers. The problem is that they still have all the guardrails on from the foundation model where they will inherit its refusals. For this project we've post-trained a…
Jun 2026 · argusred.com · its alternatives →
- 3
In-depth exploration of the first cyber-weapon
2016 · cmpod.net · its alternatives →
- 4
CircleCI 2.0▲215Powerful CI/CD for teams building great things
2017 · circleci.com · its alternatives →
- 5
- 6
Fabraix▲196We built Adversarial Cost to Exploit (ACE), a benchmark that measures the token expenditure an autonomous adversary must invest to breach an LLM agent. Instead of binary pass/fail, ACE quantifies adversarial effort in dollars, enabling game-theoretic analysis of when an attack is economically rational. We tested six budget-tier models (Gemini Flash-Lite, DeepSeek v3.2, Mistral Small 4, Grok 4.1 Fast, GPT-5.4 Nano, Claude Haiku 4.5) with identical agent configs and an autonomous red-teaming attacker. Haiku 4.5 was an order of magnitude harder to break than every other model; $10.21 mean…
May 2026 · fabraix.com · its alternatives →
- 7
- 8
Crowdsourced Security that’s Enterprise Ready
2015 · bugcrowd.com · its alternatives →
- 9
ThreatStream▲60Real-time intelligence to defend a network from cyber threat
2014 · anomali.com · its alternatives →
- 10
Citus Cloud▲89A database for building real-time apps on billions of events
2016 · citusdata.com · its alternatives →
- 11
- 12
Real time conversion monitoring and instant personal alerts
2014 · voodooalerts.com · its alternatives →
- 13
Deploy tiny traps to detect hackers and breaches
2015 · canarytokens.org · its alternatives →
- 14BitGypsy▲68
Distributed network of hackers and designers (closed alpha)
2014 · bitgypsy.com · its alternatives →
- 15DA
2020 · deus-ai.com · its alternatives →
- 16
Neuroware▲18Tools and infrastructure for building Bitcoin applications
2014 · neuroware.io · its alternatives →
- 17
Dandolo.ai▲11The Anonymous Interface For AI- A Decentralised OpenRouter
2025 · dandolo.ai · its alternatives →
- 18
The world’s first fully cognitive anti-malware system
2016 · avathon.com · its alternatives →
- 19
Heya HN, excited to show off what I've been privately calling an AI cybersecurity tool built by AI skeptics. Two years ago we started a series of experiments with this philosophy of identifying small pieces of cognitive work where a human can very clearly map out the input data they need and the algorithm they'd follow to make a decision. This idea came partly out of frustration with the zeitgeist involving throwing broad AI features (e.g. useless chat bots) into products that end up unreliable and are targeting no clear problem a user might actually have. It feels kind of like a machete vs.…
2025 · semgrep.dev · its alternatives →
- 20
Future of digital intelligence
Jul 2026 · securovix.com · its alternatives →
- 21DO
DeOps: Decentralized Operations
2013 · swax.github.io · its alternatives →
- 22
AI agents now have impressive reasoning capabilities. This raises an important question: how dangerous are these AI agents at identifying & exploiting web vulnerabilities? We created CVE-bench to find out (I'm one contributor of 16). To our knowledge CVE-bench is the first benchmark using real-world web vulnerabilities to evaluate AI agents' cyberattack capabilities. We included 40 CVEs from NIST's database, focusing on critical-severity vulnerability (CVSS > 9.0). To properly evaluate agents’ attacks, we built isolated environments with containerization and identified 8 common attack…
2025 · github.com · its alternatives →
- 23
ANODOT▲5A real time analytics and automated anomaly detection system
2017 · anodot.com · its alternatives →
- 24
PwnScan▲8For at least a few years (since before COVID), in my circle everbody wants an AI tool that finds vulnerabilities in binaries. I have my reservations about such a tool because of my perception that AI is overhyped, so I decided to build one myself to see how useful it could be (or not). I was actually kinda surprised how well it worked for my collection of binaries with known CVEs. It definitely has false positives and negatives, as any static analysis tool would, but I think its actually somewhat usable. I dont think the results are super actionable, but interesting nonetheless. I still…
2025 · pwnscan.com · its alternatives →
Also compare
Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →