nOps records 97,959 monthly visits with +13.8% month-over-month growth and Usage-based pricing. Prolific records 18,697,671 monthly visits with -1.8% growth and Paid pricing.
Autonomous cloud cost optimization that pays for itself
High-quality human data for AI training, evaluation, and research
| Dimension / Metric | ||
|---|---|---|
| Official Domain | nops.io | prolific.com |
| Pricing Model | Usage-based | Paid |
| Monthly Visits | 97.96K (97,959) | 18.7M (18,697,671) |
| MoM Traffic Delta | +11.9K (+13.8%) | -352.04K (-1.8%) |
| Primary Market & Share | 🇺🇸 United States (52.2%) | 🇺🇸 United States (48.8%) |
| Direct Visits / mo | 32.03K | 12.98M |
| User Rating | 4.4 | 4.6 |
| Supported Platforms | Website | Website |
Autonomous cloud cost optimization that pays for itself
An autonomous engine maps your usage patterns hourly, buys the optimal mix of Reserved Instances, Savings Plans, and committed use discounts, and rebalances continuously to keep discounts high without locking you into long commitments.
See multicloud, Kubernetes, SaaS, and AI spend at hourly granularity, with business context, forecasting, anomaly detection, and unit economics that show what actually drives cost.
Allocate hourly AI spend to the model, account, team, customer, and feature behind it, covering providers such as Amazon Bedrock, OpenAI, Claude, and Cursor, with recommendations for token efficiency, model choice, and caching.
Track Effective Savings Rate, commitment coverage, and realized savings in real time, and route alerts and tasks into tools like Slack, Jira, Datadog, and Snowflake.
High-quality human data for AI training, evaluation, and research
Filter participants by detailed demographic, professional, and behavioural criteria and reach narrow or representative samples rather than a generic crowd.
Collect human preference data for model fine-tuning, run safety evaluations and red-teaming, and use a feedback API to plug humans into automated pipelines.
Attention checks, honesty screening, and approval workflows help filter out careless or fraudulent responses before you analyse results.
Publish a study and begin collecting responses quickly, with tooling that supports screening, quotas, and longitudinal designs.
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
SpecialistThe environments frontier AI trains on, and the agents that do the recurring work
SpecialistThe environments frontier AI trains on, and the agents that do the recurring work
Enterprise-grade data annotation and AI alignment workforce, but less self-serve for academic study recruitment and casual surveys.
SpecialistAI data infrastructure for building production-grade models
SpecialistAI data infrastructure for building production-grade models
SpecialistSpecializes in video-based consumer interviews and AI qualitative analysis, but less focused on quantitative academic survey panels.
SpecialistSpecializes in video-based consumer interviews and AI qualitative analysis, but less focused on quantitative academic survey panels.
SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.
SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.
Free / Open-sourceOpen-source data labeling and evaluation platform for AI workflows, but requires bringing your own annotation workforce.
Free / Open-sourceOpen-source data labeling and evaluation platform for AI workflows, but requires bringing your own annotation workforce.
SpecialistAll-source maritime intelligence powered by Maritime AI™
SpecialistAll-source maritime intelligence powered by Maritime AI™
Free / Open-sourceAI financial advisor that puts sophisticated portfolio tools in your own hands
Free / Open-sourceAI financial advisor that puts sophisticated portfolio tools in your own hands
Free / Open-sourceSelf-driving accounting that runs your books with you
Free / Open-sourceSelf-driving accounting that runs your books with you
SpecialistVertical AI applications and agents built for retail, financial services, industrial, and enterprise IT
SpecialistVertical AI applications and agents built for retail, financial services, industrial, and enterprise IT
Free / Open-sourceGroup buying that cuts your cloud and AI bills for free
Free / Open-sourceGroup buying that cuts your cloud and AI bills for free
