# clickworker vs Hasty (CloudFactory Computer Vision Wiki)

clickworker records 1,861,149 monthly visits with +0.5% month-over-month growth and Contact for Pricing pricing. Hasty (CloudFactory Computer Vision Wiki) records 0 monthly visits with -100% growth and Free pricing.

| Metric | [clickworker](https://openaitools.app/tool/clickworker-com) | [Hasty (CloudFactory Computer Vision Wiki)](https://openaitools.app/tool/hasty) |
| :--- | :--- | :--- |
| Website URL | https://clickworker.com | https://hasty.ai |
| Categories | AI Developer Tools, Large Language Models (LLMs), AI Face Recognition, AI Transcription | AI Knowledge Base, AI Research Tool, AI Tutorial, AI Developer Tools |
| Pricing Model | Contact for Pricing | Free |
| Monthly Visits | 1,861,149 | 0 |
| MoM Growth Rate | +0.5% | -100% |
| Primary Market | United States | Global |
| Direct Visits | 947,133 | 0 |
| Review Score | 3.9 | 4.4 |
| Saved Count | 3 | 5 |
| Supported Platforms | Website | Website |

## clickworker

clickworker is a data-services company that turns business data projects into structured microtasks carried out by a global crowd. Companies define a task — collecting shelf photos, labeling images, verifying addresses, running surveys, testing an app — and clickworker recruits, briefs and quality-checks the workers who complete it. The crowd numbers more than 10 million registered freelancers across 136 countries.

The core offering is AI training data: image, video, audio and text datasets with human-powered labeling, annotation and validation, delivered in cooperation with parent company LXT. Around that sit adjacent services such as surveys with a verified respondent pool, store checks and display audits at the point of sale, tagging and sentiment analysis, crowdtesting for websites and apps, list building, and SEO copywriting.

Engagements can be self-service, fully managed or delivered through an API and iframe integration. clickworker emphasizes its 20+ years of microtask experience, ISO 27001 certification and GDPR compliance, and works with clients such as OTTO, Bosch and Tennis-Point on large-scale data collection and evaluation projects.

**Pricing & Plans:** clickworker quotes project prices rather than publishing list rates; cost depends on task type, volume, target geography and quality requirements. A self-service option and a managed service are both available, and Clickworkers are paid per completed task.

- **AI training data at scale:** Custom image, video, audio and text datasets with human labeling, annotation and validation, delivered with parent company LXT.
- **Global crowd of 10M+ Clickworkers:** Registered freelancers in 136 countries fill microtasks through web, Android and iOS apps, with flexible scaling up or down.
- **Survey and market research services:** An all-in-one survey tool plus access to a verified respondent pool for external studies and targeted insights.
- **Store checks and crowdtesting:** Real-time point-of-sale data collection, display audits, mystery checks, and usability testing for websites, apps and games.
- **Managed, self-service and API delivery:** Choose a fully managed project, run tasks yourself, or integrate crowd workflows through API and iframe form options.

**Strengths:** Enormous, geographically diverse crowd that can scale projects up or down quickly; Covers the full data pipeline from collection through annotation and validation; ISO 27001 certified and GDPR compliant with documented quality assurance; Multiple engagement models: managed, self-service, API and iframe

**Limitations:** Pricing is quote-based, so smaller projects may struggle to get transparent costs; Quality depends on task design and briefing, which the client must invest effort in; Not a plug-and-play AI API — it is a services business requiring project scoping

[Profile (Markdown)](https://openaitools.app/tool/clickworker-com.md)

## Hasty (CloudFactory Computer Vision Wiki)

The Hasty domain now resolves to CloudFactory's Computer Vision Wiki, an openly published reference built from years of internal documentation. Rather than a product page, it is a structured encyclopedia of Vision AI concepts, assembled by data scientists and continuously maintained under CloudFactory's resources section. The current landing page carries a 2026 copyright and shows recent updates.

The wiki is organised around the practical CV lifecycle. Task pages explain image classification, object detection, semantic and instance segmentation, panoptic segmentation and attribute prediction, while a model section documents architectures including ResNet, Faster R-CNN, Mask R-CNN, DeepLabv3+, U-Net, EfficientNet, PAN, PSPNet, FPN and RetinaNet. Evaluation is treated in similar depth, with entries on confusion matrices, IoU, accuracy, precision, recall, the precision-recall curve, F-score, AP and mAP.

Further sections go into the training stack — loss functions such as cross-entropy and focal loss, optimizers such as Adam, SGD, Adadelta and RMSprop, learning-rate schedulers, batch size, iterations and seed handling — plus data augmentations like horizontal flip, random crop, rotate, blur, colour jitter, Gaussian noise and mosaic. A final deployment group discusses web frameworks, containerized and orchestrated deployment. Entries typically pair an explanation with practical context, further reading links and, where relevant, code.

**Pricing & Plans:** Free. The Computer Vision Wiki is an openly published resource with no subscription or account required.

- **Structured CV task guides:** Dedicated pages explain image classification, object detection, semantic and instance segmentation, panoptic segmentation and attribute prediction.
- **Model architecture reference:** Entries cover architectures such as ResNet, Faster R-CNN, Mask R-CNN, DeepLabv3+, U-Net, EfficientNet, FPN and RetinaNet.
- **Metrics and evaluation:** Learn how confusion matrices, IoU, precision, recall, F-score, Average Precision and mAP are defined and applied.
- **Training internals explained:** Loss functions, optimizers such as Adam and SGD, learning-rate schedulers, batch sizes and epochs are each given a practical walkthrough.
- **Augmentation and deployment topics:** Covers flips, crops, colour jitter, mosaic and interpolation, plus primitive, containerized and orchestrated deployment approaches.

**Strengths:** Covers the full CV lifecycle from task definition through training internals to deployment; Entries link theory to practical implementation, often with code examples; Organised navigation makes it easy to move from a concept to related topics; Maintained by an established data-labelling and Vision AI company

**Limitations:** It is a reference wiki, not a tool that processes images or trains models; Some background in machine learning is assumed; Content is CloudFactory-authored rather than community-edited

[Profile (Markdown)](https://openaitools.app/tool/hasty.md)

## Frequently Asked Questions

### How do clickworker and Hasty (CloudFactory Computer Vision Wiki) compare in monthly traffic?

clickworker has 1,861,149 monthly visits, while Hasty (CloudFactory Computer Vision Wiki) has 0. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

clickworker has a month-over-month growth rate of +0.5%; Hasty (CloudFactory Computer Vision Wiki) has -100%.

### How does pricing compare?

clickworker: Contact for Pricing. clickworker quotes project prices rather than publishing list rates; cost depends on task type, volume, target geography and quality requirements. A self-service option and a managed service are both available, and Clickworkers are paid per completed task. Hasty (CloudFactory Computer Vision Wiki): Free. Free. The Computer Vision Wiki is an openly published resource with no subscription or account required.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Prolific](https://openaitools.app/tool/prolific-com) | 18,697,671 | -1.8% | Paid | Offers a high-quality pool of verified human participants for research and preference tuning, but is less focused on traditional data annotation. | [.md](https://openaitools.app/tool/prolific-com.md) |
| 2 | [Outlier AI](https://openaitools.app/tool/outlier-ai) | 10,372,036 | +7.6% | Paid | Connects subject matter experts for advanced LLM training and prompting, but lacks general microtask crowdsourcing capabilities. | [.md](https://openaitools.app/tool/outlier-ai.md) |
| 3 | [OpenTrain AI](https://openaitools.app/tool/opentrain-ai) | 1,469,348 | +11.2% | Contact for Pricing | Specializes in matching AI labs with vetted human experts for RLHF, but offers fewer general data annotation services. | [.md](https://openaitools.app/tool/opentrain-ai.md) |
| 4 | [OpenAI Academy](https://openaitools.app/tool/openai-academy) | 937,379 | -6.3% | Free | Free courses, live events and community for building real AI skills | [.md](https://openaitools.app/tool/openai-academy.md) |
| 5 | [Appen](https://openaitools.app/tool/appen-com) | 665,840 | +0.2% | Contact for Pricing | Provides enterprise-grade data annotation and training datasets at scale, but with a more corporate engagement model. | [.md](https://openaitools.app/tool/appen-com.md) |
| 6 | [LabLab.ai](https://openaitools.app/tool/lablab-ai) | 431,529 | -39.7% | Free | Free AI hackathons and a global community for AI builders | [.md](https://openaitools.app/tool/lablab-ai.md) |
| 7 | [fast.ai](https://openaitools.app/tool/fast-ai) | 250,720 | -10.4% | Free | Free practical deep learning courses, research and open-source libraries | [.md](https://openaitools.app/tool/fast-ai.md) |
| 8 | [Surge AI](https://openaitools.app/tool/surgehq-ai) | 245,142 | +6.6% | Contact for Pricing | Focuses on elite domain experts for complex RLHF and frontier AI evaluation, but lacks casual crowdsourcing tasks. | [.md](https://openaitools.app/tool/surgehq-ai.md) |
| 9 | [Easy With AI](https://openaitools.app/tool/easywithai-com) | 119,734 | -2.7% | Freemium, Free Trial, Free | A hand-curated directory for discovering AI tools and resources | [.md](https://openaitools.app/tool/easywithai-com.md) |
| 10 | [The Full Stack (fullstackdeeplearning.com)](https://openaitools.app/tool/fullstackdeeplearning-com) | 46,082 | +6.6% | Free (educational content) | Courses and best practices for building AI-powered products end to end | [.md](https://openaitools.app/tool/fullstackdeeplearning-com.md) |

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Source: https://openaitools.app/compare/clickworker-com-vs-hasty

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