Market data
2846 active listings across 21 AI-training networks, updated daily. Filter by category, use case, provider, or date to see demand trends, published pay averages, and how listings concentrate across providers.
Category
Use case
Provider
Listing volume by use case, last 12 weeks
Click a use case in the legend to filter the whole page by it.
Average published hourly rate
Based on 917 of 2846 listings with a published hourly rate — most sources only publish free-text pay, so this reflects a small subset, not the full market. Click a row to filter by it.
Market demand vs. provider concentration
Bar height = total listings for that use case. Segment size = one provider's share. Click a segment or legend entry to filter by that provider.
Demand heatmap
Darker = more listings for that use case × provider combination. Click a cell to filter by both.
| Meridial | Welo Data | micro1 Experts Opportunities | Mindrift | SME Careers | Handshake AI | DataForce jobs | AfterQuery Experts | |
|---|---|---|---|---|---|---|---|---|
| Other | 37 | 242 | 211 | 34 | 180 | 144 | 81 | 87 |
| AI model evaluation | 316 | 74 | 11 | 49 | 1 | 3 | 2 | 1 |
| Translation / linguistics | 252 | 36 | 1 | |||||
| Coding / software engineering | 86 | 1 | 24 | 92 | 21 | 3 | 7 | |
| Voice / audio | 61 | 78 | 4 | 1 | 31 | 7 | ||
| Data annotation / labeling | 11 | 22 | 6 | 59 | 2 | 5 | 1 |
Provider landscape
Bubble size = open listings. Y = avg. published rate. X = pay transparency (share of that provider's own listings with a published rate). Click a bubble to filter by that provider.
Provider profile
Top 5 providers by volume, each axis scaled to the max among them. Click a legend entry to hide/show it.
| Provider | Category | Use case | ||
|---|---|---|---|---|
| Welo Data | AI Service General Application | Other | — | Jul 20, 2026 |
| Welo Data | Data Validation | Other | — | Jul 20, 2026 |
| Welo Data | Data Validation | Other | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Validation | AI model evaluation | — | Jul 20, 2026 |
| Welo Data | Data Annotation | Data annotation / labeling | — | Jul 20, 2026 |
| Welo Data | AI Service General Application | Other | — | Jul 20, 2026 |
| Welo Data | Technology | Research / analysis | — | Jul 20, 2026 |
| Welo Data | Data Validation | Writing / editing | — | Jul 20, 2026 |
| Welo Data | AI Service General Application | Translation / linguistics | — | Jul 20, 2026 |
| Welo Data | AI Service General Application | Translation / linguistics | — | Jul 20, 2026 |
| Welo Data | AI Service General Application | Translation / linguistics | — | Jul 20, 2026 |
| Welo Data | AI Service General Application | Translation / linguistics | — | Jul 20, 2026 |