clickworker records 1,861,149 monthly visits with +0.5% month-over-month growth and Contact for Pricing pricing. TestDriver records 10,353 monthly visits with +7.1% growth and Free Trial, Paid, Contact for Pricing pricing.
Crowdsourcing data services for AI training and market data
AI code review that runs your app on every pull request
| Dimension / Metric | | |
|---|---|---|
| Official Domain | clickworker.com | testdriver.ai |
| Pricing Model | Contact for Pricing | Free Trial, Paid, Contact for Pricing |
| Monthly Visits | 1.86M (1,861,149) | 10.35K (10,353) |
| MoM Traffic Delta | +9.57K (+0.5%) | +688 (+7.1%) |
| Primary Market & Share | 🇺🇸 United States (27.6%) | 🇺🇸 United States (64.8%) |
| Direct Visits / mo | 947.13K | 4.09K |
| User Rating | 3.9 | 4.4 |
| Supported Platforms | Website | Website |
Crowdsourcing data services for AI training and market data
Custom image, video, audio and text datasets with human labeling, annotation and validation, delivered with parent company LXT.
Registered freelancers in 136 countries fill microtasks through web, Android and iOS apps, with flexible scaling up or down.
An all-in-one survey tool plus access to a verified respondent pool for external studies and targeted insights.
Real-time point-of-sale data collection, display audits, mystery checks, and usability testing for websites, apps and games.
AI code review that runs your app on every pull request
TestDriver reviews every pull request automatically, reads the diff with its vision agent, and generates end-to-end tests straight from the PR content to prove the new behavior works.
Tests run your actual application in a real desktop sandbox—clicking, typing and reading the screen—so they catch runtime and visual bugs, not just code diffs.
When the UI shifts and a cached element no longer matches, the AI finds it again, updates the cache and continues, so tests survive redesigns without rewrites.
Once a test passes, TestDriver opens a fresh pull request with the generated Vitest test code committed, so coverage lands in your repo alongside the change it protects.
Offers a high-quality pool of verified human participants for research and preference tuning, but is less focused on traditional data annotation.
Offers a high-quality pool of verified human participants for research and preference tuning, but is less focused on traditional data annotation.
Connects subject matter experts for advanced LLM training and prompting, but lacks general microtask crowdsourcing capabilities.
Connects subject matter experts for advanced LLM training and prompting, but lacks general microtask crowdsourcing capabilities.
Specializes in matching AI labs with vetted human experts for RLHF, but offers fewer general data annotation services.
Specializes in matching AI labs with vetted human experts for RLHF, but offers fewer general data annotation services.
GenAI-native end-to-end QA agent that plans, writes and heals tests in plain language
All-in-one AppSec platform that finds and auto-fixes vulnerabilities
All-in-one AppSec platform that finds and auto-fixes vulnerabilities
Provides enterprise-grade data annotation and training datasets at scale, but with a more corporate engagement model.
Focuses on elite domain experts for complex RLHF and frontier AI evaluation, but lacks casual crowdsourcing tasks.
Focuses on elite domain experts for complex RLHF and frontier AI evaluation, but lacks casual crowdsourcing tasks.
AI-native offensive security: continuous red teaming, white-box pentests, and PR review
Agentic end-to-end testing that writes, runs and heals your test suite
Agentic end-to-end testing that writes, runs and heals your test suite
AI code review and status updates that keep every repo on track
AI code review and status updates that keep every repo on track
Free / Open-sourceOpen-source, human-readable UI testing for mobile and web
Free / Open-sourceOpen-source, human-readable UI testing for mobile and web
Agentic AI QA engineer for web, iOS, and Android testing
Agentic AI QA engineer for web, iOS, and Android testing
