
Matches vetted domain experts with remote AI training and engineering roles using AI-driven vetting.
Matches vetted domain experts with remote AI training and engineering roles using AI-driven vetting.
Outlier AI records 10,372,036 monthly visits with +7.6% month-over-month growth and Paid pricing. Polygres records 4,018 monthly visits with -52.3% growth and Freemium pricing.
Graph, vector and text retrieval for AI agents on your Postgres
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | outlier.ai | polygres.com |
| Pricing Model | Paid | Freemium |
| Monthly Visits | 10.37M (10,372,036) | 4.02K (4,018) |
| MoM Traffic Delta | +736.51K (+7.6%) | -4.41K (-52.3%) |
| Primary Market & Share | 🇺🇸 United States (21.6%) | 🌐 Global (—) |
| Direct Visits / mo | 5.82M | 1.61K |
| User Rating | 3.8 | 4.1 |
| Supported Platforms | Website | Website |

Get paid to train the next generation of AI models
After skill screening, contributors are matched to projects that fit their domain, from coding and math to linguistics and medicine.
No minimum hours and fully remote work, so experts can fit tasks around study, research or a primary job.
Typical work includes writing hard prompts, producing grading rubrics, ranking competing answers and reviewing model reasoning.
Contributors are paid for approved work each week, with rewards that scale with the quality of their output.
Graph, vector and text retrieval for AI agents on your Postgres
Query graph, vector, full-text and hybrid retrieval through one consistent interface instead of stitching multiple systems together.
The open-source pgGraph engine follows relationships across your records, enabling multi-hop and shortest-path retrieval without moving data.
Semantic search over embeddings combines with sparse and full-text matching so queries that mix meaning and exact terms still work.
A dashboard playground, CLI for imports and configuration, and a typed Python SDK make it straightforward to prototype and then ship.

Matches vetted domain experts with remote AI training and engineering roles using AI-driven vetting.
Matches vetted domain experts with remote AI training and engineering roles using AI-driven vetting.

Offers crowdsourced data collection and annotation services, operating on a broader task-based crowdsourcing model.
Offers crowdsourced data collection and annotation services, operating on a broader task-based crowdsourcing model.

Connects AI research labs with human subject matter experts for specialized evaluation and data annotation tasks.
Connects AI research labs with human subject matter experts for specialized evaluation and data annotation tasks.

Web search API and crawler built for AI agents

Search and inference APIs that give AI models real-time web data
AI search and retrieval platform for modern apps and commerce

Established enterprise data annotation provider offering large-scale human validation and alignment services for AI models.

SpecialistHosts AI hackathons and community building events rather than freelance data annotation work.
SpecialistHosts AI hackathons and community building events rather than freelance data annotation work.
The managed vector database and knowledge engine for production AI

Provides enterprise-grade human data and RLHF evaluation, connecting expert annotators with leading AI labs.
Provides enterprise-grade human data and RLHF evaluation, connecting expert annotators with leading AI labs.
Free / Open-sourceLarge open community hub for data science and machine learning practitioners to collaborate and network.
Free / Open-sourceLarge open community hub for data science and machine learning practitioners to collaborate and network.

A memory and continual-learning engine that gives any AI agent persistent context
A memory and continual-learning engine that gives any AI agent persistent context