Aikido Security records 757,491 monthly visits with +9.6% month-over-month growth and Freemium pricing. Labelbox records 762,803 monthly visits with -22.8% growth and Contact for Pricing pricing.
All-in-one AppSec platform that finds and auto-fixes vulnerabilities
The environments frontier AI trains on, and the agents that do the recurring work
| Dimension / Metric | | |
|---|---|---|
| Official Domain | aikido.dev | labelbox.com |
| Pricing Model | Freemium | Contact for Pricing |
| Monthly Visits | 757.49K (757,491) | 762.8K (762,803) |
| MoM Traffic Delta | +66.27K (+9.6%) | -225.17K (-22.8%) |
| Primary Market & Share | 🇺🇸 United States (25%) | 🇺🇸 United States (21.9%) |
| Direct Visits / mo | 303.71K | 370.02K |
| User Rating | 4.4 | 4.4 |
| Supported Platforms | Website | Website |
All-in-one AppSec platform that finds and auto-fixes vulnerabilities
SCA dependency scanning, SAST, AI code audit, secrets detection, license/SBOM generation, malware detection, and code quality in one pipeline.
AI filters false positives and generates fixes or pull requests, cutting triage time and shortening the path from finding to resolution.
CSPM for misconfigurations, IaC scanning, Kubernetes and container image scanning, VM insights, DSPM, and cloud attack-path mapping.
Continuous web/API testing, DAST, attack-surface mapping, and autonomous pentest agents that keep validating what is actually exploitable.
The environments frontier AI trains on, and the agents that do the recurring work
Structured annotation, curation, model evaluation and human-in-the-loop review across vision, language and generative tasks, used to build the training and eval data behind production models.
Recursion agents start on their own from builds, alerts, commits, checkpoints and schedules, then work in the background until the task is finished and reviewable.
Specialist agents cover software engineering, reliability, security, ML research, evals, R&D, product and finance workflows, from flaky test fixes to postmortem drafts and vulnerability patches.
Every agent run is scored by a grader, and graded sessions leave memories, notes and skills that the next session reads before acting, so quality compounds over time.
SpecialistStreamlines end-to-end computer vision workflows from annotation to model deployment, but lacks Labelbox's general enterprise agent orchestration.
SpecialistStreamlines end-to-end computer vision workflows from annotation to model deployment, but lacks Labelbox's general enterprise agent orchestration.
SpecialistDeep GitHub pull request code reviews highlighting security issues, but operates strictly as a code reviewer rather than complete AppSec platform.
SpecialistDeep GitHub pull request code reviews highlighting security issues, but operates strictly as a code reviewer rather than complete AppSec platform.
SpecialistRelies heavily on managed human-in-the-loop workforce services for data validation, offering less self-serve technical tooling than Labelbox.
Delivers enterprise-grade labeling and model evaluation at massive scale, but often requires higher enterprise budgets than Labelbox.
Delivers enterprise-grade labeling and model evaluation at massive scale, but often requires higher enterprise budgets than Labelbox.
Offers robust multimodal annotation and workflow automation, featuring slightly more intuitive data curation pipelines for computer vision teams.
Offers robust multimodal annotation and workflow automation, featuring slightly more intuitive data curation pipelines for computer vision teams.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
Specializes in advanced computer vision and physical AI data pipelines, though with a narrower focus than general text-and-image labeling.
Specializes in advanced computer vision and physical AI data pipelines, though with a narrower focus than general text-and-image labeling.
Free / Open-sourceProvides a flexible open-source alternative for custom data labeling, but requires self-hosting and manual infrastructure maintenance.
Free / Open-sourceProvides a flexible open-source alternative for custom data labeling, but requires self-hosting and manual infrastructure maintenance.
Automates continuous red teaming and pull request security reviews using AI, but less focused on broad compliance frameworks.
SpecialistFocuses strictly on LLM evaluation, testing, and observability rather than raw data annotation and training dataset curation.
SpecialistFocuses strictly on LLM evaluation, testing, and observability rather than raw data annotation and training dataset curation.
Agentic AI penetration testing for web apps, APIs and GraphQL
Free / Open-sourceOpen-source AI code review you can self-host or run in the cloud with your own model keys
Free / Open-sourceOpen-source AI code review you can self-host or run in the cloud with your own model keys
