clickworker vs Mineral (Alphabet X)
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | clickworker | Mineral (Alphabet X) |
|---|---|---|
| Pricing | Contact (custom quote) | Contact (acquired; not sold separately) |
| Data Source | 8M+ human workers across 136 countries | Solar-powered rover per-plant imaging + satellite/weather/soil |
| Primary Output | Custom AI training data, annotations, surveys, store audits | AI crop intelligence (phenotyping, yield forecast, pest/disease detection) |
| Current Availability | Direct B2B platform, self-service API available | Only via Driscoll's or John Deere partnerships (standalone ended 2024) |
| Target Sector | Cross-industry (AI/ML, e-commerce, market research, UX) | Agriculture (large berry/specialty crop producers) |
| Key Features | Data annotation, sentiment analysis, crowdtesting, mystery shopping, API | Solar-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 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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Per-plant crop intelligence platform from Alphabet's X, now acquired by Driscoll's and John Deere
Visit WebsiteWhat 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 agronomistPick: 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 datasetPick: 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 auditsPick: 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