Scale records 616,915 monthly visits with +12.5% month-over-month growth and Contact for Pricing pricing. Zeda.io records 0 monthly visits with -100% growth and Paid pricing.
The data, evaluations and systems behind AI that has to be right.
Voice of Customer-led product discovery that turns feedback into revenue-weighted product insights
| Dimension / Metric | | |
|---|---|---|
| Official Domain | scale.com | zeda.io |
| Pricing Model | Contact for Pricing | Paid |
| Monthly Visits | 616.92K (616,915) | 0 (0) |
| MoM Traffic Delta | +68.69K (+12.5%) | -1.45K (-100%) |
| Primary Market & Share | 🇺🇸 United States (44.2%) | 🌐 Global (—) |
| Direct Visits / mo | 191.41K | 0 |
| User Rating | 4.7 | 3.9 |
| Supported Platforms | Website | Website |
The data, evaluations and systems behind AI that has to be right.
Human-sourced and expert-annotated training data, including specialist contributors with advanced degrees, at the quality bar frontier labs require.
Public leaderboards plus private benchmarks that test model capability and safety for the most ambitious AI developers.
Platform and services teams that pick the right use case, build the system and take ownership of the outcome.
Agentic systems designed around measurable business outcomes across private equity portfolios, energy and healthcare operations.
Voice of Customer-led product discovery that turns feedback into revenue-weighted product insights
Gathers feedback from Slack, Intercom and other support chats, call transcripts, CSV imports, public reviews, in-app widgets, customer portals, Chrome capture and CRM data into one dashboard.
Groups feedback into product areas and insight categories like complaints, requests, opportunities and lost deals, generates AI insight reports and surfaces trend and sentiment analysis.
Ties each insight and feature to revenue impact and customer accounts so roadmap decisions are justified by business outcome rather than by the loudest request.
Builds roadmaps from pre-built templates with custom views, OKRs, impact mapping and prioritization models, kept private or shared publicly to close the loop with customers.
SpecialistStreamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks.
SpecialistStreamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks.
Focuses heavily on enterprise data labeling and training data curation, similar to Scale's core annotation business.
Focuses heavily on enterprise data labeling and training data curation, similar to Scale's core annotation business.
Free / Open-sourceAI feedback capture that ties customer requests to revenue
Free / Open-sourceAI feedback capture that ties customer requests to revenue
Provides enterprise multimodal annotation and data management tools, but with less emphasis on managed labeling workforces.
Provides enterprise multimodal annotation and data management tools, but with less emphasis on managed labeling workforces.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
Free / Open-sourceAgentic product management system for customer-driven roadmaps
Free / Open-sourceAgentic product management system for customer-driven roadmaps
SpecialistFocuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
SpecialistFocuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
Specializes in data infrastructure and annotation specifically tailored for computer vision and physical AI workloads.
Specializes in data infrastructure and annotation specifically tailored for computer vision and physical AI workloads.
SpecialistAI-native customer intelligence platform that turns every customer conversation into context
SpecialistAI-native customer intelligence platform that turns every customer conversation into context
Free / Open-sourceOffers a flexible open-source alternative for custom data labeling and human-in-the-loop annotation pipelines.
Free / Open-sourceOffers a flexible open-source alternative for custom data labeling and human-in-the-loop annotation pipelines.
SpecialistBuild, simulate, evaluate and monitor self-improving AI agents
SpecialistBuild, simulate, evaluate and monitor self-improving AI agents
SpecialistProvides LLM evaluation and testing workflows, but lacks Scale's massive human-in-the-loop data labeling services.
SpecialistProvides LLM evaluation and testing workflows, but lacks Scale's massive human-in-the-loop data labeling services.
