Enclave vs Aikido
Aikido bundles code, cloud, and attack tooling into one developer security suite. Enclave's agents work one live model of your environment and carry each confirmed finding through to a verified fix, on infrastructure and model keys you control.
How Enclave and Aikido differ
Aikido Security is an all-in-one platform spanning code (SAST, SCA, secrets), cloud (CSPM, infrastructure as code, containers), attack (AI pentesting, DAST), and runtime protection. Its AutoFix feature opens pull requests, and Aikido Infinite retests after a fix is merged.
Enclave is an agentic application security platform. Every finding is tested for reachability and exploitability in your live environment before it reaches your team, fixes are batched by owner, and agents replay the original attack after deploy.
The two are close in scope. The practical differences are how findings are verified, how much you control the models and the deployment, and whether you want one suite or agents that also work with the scanners you already run.
Enclave vs Aikido, side by side
Based on each vendor's public documentation, reviewed November 2026. Products change, so details may differ today.
| Dimension | Aikido | Enclave |
|---|---|---|
| Focus | All-in-one security suite: code, cloud, attack, and runtime protection | Agentic application security: agents carry each finding from investigation to a verified fix across code, cloud, and live applications |
| Dependencies (SCA) | SCA with AutoFix pull requests for open-source dependencies | Dependency inventory across npm, Python, Go, Rust, Ruby, PHP, Java, and .NET with OSV advisories, plus malicious-package checks on pull requests |
| Testing live applications | Aikido Attack for AI pentesting; Aikido Infinite confirms each finding by exploiting the live target | AI pentesting: agents attempt real attack paths as real users and keep the evidence for each one that works |
| Reachability and exploitability | Static reachability analysis at dependency and function level | Every finding is tested for reachability and exploitability in the live environment, then ranked by KEV status and business impact |
| Cloud posture and attack paths | CSPM with Cloud Attack Paths | AWS, Google Cloud, and Azure inventory joins repositories in one live security graph that agents investigate for attack paths |
| Fixes | AutoFix pull requests for dependencies, SAST, infrastructure as code, containers, and pentest findings | Agents write each fix as a pull request or infrastructure-as-code change, batched by owner; nothing merges without a human |
| Checking the fix | Aikido Infinite retests automatically after merge; standard pentest retests are started by the user | After deploy, agents re-run the original attack path and log the exploit path, the change, and the retest result |
| AI models | AutoFix uses AI models hosted on AWS Bedrock | Bring your own Anthropic, OpenAI, or Google API keys, or run models through Enclave |
| Deployment | SaaS; Aikido Machine is an on-premises server for pentesting that can run air-gapped | SaaS, your private VPC on AWS, Google Cloud, or Azure, or fully air-gapped |
Which one fits
When Aikido fits
You want one suite to replace several scanners, with public pricing and a free tier, and you are comfortable with a SaaS product and vendor-managed models.
When Enclave fits
You want findings verified against your live environment before anyone triages them, fixes dispatched to the coding agents you already license, and the choice of running the whole platform in your own VPC or air-gapped on your own Anthropic, OpenAI, or Google keys.
Using both
Enclave works with the stack you already have. It takes in findings from existing SAST, SCA, CSPM, and vulnerability scanners alongside repository and cloud context, then does the follow-up work: verify, prioritize, fix, and retest.
Enclave vs Aikido FAQ
Is Enclave an alternative to Aikido?
Yes. Both cover code, cloud, and live application testing with automated fixes. Enclave is built around agents that verify reachability and exploitability in your environment, and it can be self-hosted with your own model API keys.
What is the main difference between Enclave and Aikido?
Aikido is a suite of scanners and pentesting products with AutoFix on top. Enclave is a fleet of agents working one live security graph: they investigate, verify in the live environment, batch fixes by owner, and re-run the original attack after deploy.
Can we choose which AI models Enclave uses?
Yes. You can bring your own model API keys from Anthropic, OpenAI, or Google, or run models through Enclave.
Can Enclave be self-hosted?
Yes. Enclave deploys as SaaS, in your private VPC on AWS, Google Cloud, or Azure, or fully air-gapped.