clickworker vs Mineral (Alphabet X)

Side-by-side comparison of features, pricing, and ratings

Analysis reviewed Live tool data as of 2026-10-09
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At a glance

DimensionclickworkerMineral (Alphabet X)
PricingContact (custom quote)Contact (acquired; not sold separately)
Data Source8M+ human workers across 136 countriesSolar-powered rover per-plant imaging + satellite/weather/soil
Primary OutputCustom AI training data, annotations, surveys, store auditsAI crop intelligence (phenotyping, yield forecast, pest/disease detection)
Current AvailabilityDirect B2B platform, self-service API availableOnly via Driscoll's or John Deere partnerships (standalone ended 2024)
Target SectorCross-industry (AI/ML, e-commerce, market research, UX)Agriculture (large berry/specialty crop producers)
Key FeaturesData annotation, sentiment analysis, crowdtesting, mystery shopping, APISolar-powered rover, controlled illumination, per-plant AI, food waste analytics

If you need per-plant agricultural intelligence and already partner with Driscoll's or John Deere, Mineral's acquired tech is powerful but inaccessible otherwise. For most buyers needing flexible, human-powered data services—AI training data, surveys, store checks—clickworker is the only viable choice here, with a proven global crowd and ISO 27001 certification.

clickworker
clickworker

Clickworker turns a verified global crowd of 10M+ people into on-demand data collection, labeling, and validation work for AI, retail, and research teams.

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Mineral (Alphabet X)
Mineral (Alphabet X)

Per-plant crop intelligence platform from Alphabet's X, now acquired by Driscoll's and John Deere

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Pricing
Contact Sales
Contact Sales
Plans
—
—
Popularity
8 views
7.3k views
Skill Level
Intermediate
Advanced
API Available
Platforms
WebAPI
—
Categories
🏷️ Data Labeling & Training Data
👁️ Computer Vision📊 Data & Analytics
Features
AI training data collection for image, video, audio, and text datasets
Human-powered data labeling, annotation, and validation
Data collection, processing, annotation, validation, and enrichment
Product categorization and color tagging for e-commerce catalogs
Feedback analysis and sentiment analysis on customer text
Store checks with display audits and mystery checks at the point of sale
All-in-one survey tool plus a verified pool of survey respondents
Crowdtesting for apps, websites, stores, and games
Website testing covering usability, customer journey, and checkout
Search relevance evaluation for product and content search
Email address research and price research list building
SEO copywriting and website traffic boost services
Managed Service with end-to-end project management
Self Service via API for task workflows
Crowd as a Service and External Form (iFrame) task embedding
Per-plant high-resolution imaging captured across the growing season
Solar-powered plant rover with onboard cameras and machine perception tools
Controlled illumination for consistent image capture in the field
Multi-angle plant photography with controlled rolling speeds
Resilient imaging in muddy fields and bright sunlight
Terabytes of field imagery mapped to precise GPS locations
Computer vision for leaf size and biomass measurement
AI models for crop phenotyping and trait discovery
Automated yield forecasting from imagery and environmental data
Quality inspection analytics for fruits and vegetables
Food waste reduction analytics across the supply chain
Fuses satellite imagery, weather data, and soil information
Machine learning models mapping plant-environment interactions
Agriculture-specific AI models and learning platform built over five years at X
Technology acquired by Driscoll's and John Deere in 2024
Integrations
Driscoll's
John Deere

What real users say: clickworker vs Mineral (Alphabet X)

Not marketing copy and not our opinion — a structured sweep of public discussion (reviews, forums, communities and video comments), showing what people praise and what they complain about for each tool.

clickworker

33 mentions across 3 sources · 38% positive — critical (averaged across 3 sources)

App Store, Bluesky, Lemmy

What users praise

  • • Trusted by businesses for scalable AI training data collection.
  • • Global crowd of over 8 million verified Clickworkers.
  • • Managed service ensures quality assurance and project setup.
  • • Specialized services like store checks and crowdtesting.

What frustrates them

  • • Individuals face frequent payment denial after completing work.
  • • Surveys often disqualify users at the very end.
  • • Earnings are extremely low for the time invested.
  • • Customer support is unresponsive and buggy.

Researched Jul 3, 2026

Mineral (Alphabet X)

21 mentions across 1 sources · 50% positive — mixed (averaged across 1 source)

YouTube

What users praise

  • • Solar-powered rover enables continuous field data collection.
  • • Per-plant imaging captures high-resolution growth data over seasons.
  • • AI detects pests, weeds, and diseases per plant.
  • • Automated yield forecasting from imagery and environmental data.

What frustrates them

  • • No longer available as a standalone product.
  • • No community support or user forums.
  • • Lack of independent reviews or feedback.
  • • Pricing undisclosed; likely requires large partnerships.

Researched Jul 17, 2026

Who should pick which

  • Driscoll's or John Deere agronomist
    Pick: Mineral (Alphabet X)

    You already have access to Mineral's AI through your employer; it per-plant phenotyping, disease detection, and yield forecasting are built into your workflow.

  • ML engineer needing custom image dataset
    Pick: clickworker

    Clickworker's human annotators can label images, video, or text according to your specifications, with QA and ISO 27001 compliance.

  • Market researcher running store audits
    Pick: clickworker

    Clickworker offers mystery shopping and display audit services via its global crowd, delivering real-world data quickly.

Frequently Asked Questions

clickworker vs Mineral (Alphabet X): which should you choose?

If you need per-plant agricultural intelligence and already partner with Driscoll's or John Deere, Mineral's acquired tech is powerful but inaccessible otherwise. For most buyers needing flexible, human-powered data services—AI training data, surveys, store checks—clickworker is the only viable choice here, with a proven global crowd and ISO 27001 certification.

Can I buy Mineral as a standalone product?

No. Mineral's technology was acquired by Driscoll's and John Deere in 2024. It is only accessible through those companies' services.

Does clickworker offer API access?

Yes, clickworker provides a self-service API for posting tasks and retrieving results programmatically.

Which companies use Mineral?

Driscoll's (berry production) and John Deere (agricultural equipment) are the primary partners; the technology is embedded in their offerings.

Is clickworker GDPR compliant?

Yes, clickworker is GDPR compliant and ISO 27001 certified.

What crops does Mineral cover?

Its models were built for berries, strawberries, and bok choy; coverage is limited to crops where Driscoll's and Deere apply it.

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Last reviewed: July 30, 2026