Scale records 616,915 monthly visits with +12.5% month-over-month growth and Contact for Pricing pricing. Surfer records 249,599 monthly visits with -29.3% growth and Paid, Contact for Pricing pricing.
The data, evaluations and systems behind AI that has to be right.
AI visibility platform to get your brand cited in AI search
| Dimension / Metric | ||
|---|---|---|
| Official Domain | scale.com | surferseo.com |
| Pricing Model | Contact for Pricing | Paid, Contact for Pricing |
| Monthly Visits | 616.92K (616,915) | 249.6K (249,599) |
| MoM Traffic Delta | +68.69K (+12.5%) | -103.59K (-29.3%) |
| Primary Market & Share | 🇺🇸 United States (44.2%) | 🇺🇸 United States (30.2%) |
| Direct Visits / mo | 191.41K | 145.79K |
| User Rating | 4.7 | 4.4 |
| 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.
AI visibility platform to get your brand cited in AI search
Run the prompts your buyers ask across ChatGPT, Gemini, Perplexity, Google AI Mode, and AI Overviews, and see a visibility score, mention rate, and average position by brand, topic, and model.
See every domain and URL the AI answers cite, how often they appear, and whether they mention your brand, so you can target the sources that actually shape answers.
Draft and optimize articles in a guided editor built to earn citations in AI answers and rankings in Google, with content audit and topical map support.
Find the questions your audience asks AI and Google, and spot weak pages and content gaps worth fixing or rebuilding.
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.
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.
Provides robust AI search analytics and sentiment tracking in generative assistants, but offers less granular page-level optimization.
Provides robust AI search analytics and sentiment tracking in generative assistants, but offers less granular page-level optimization.
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 Search Visibility Platform for GEO & AEO
SpecialistAI SEO agents that rank on Google and get cited by AI chatbots
SpecialistAI SEO agents that rank on Google and get cited by AI chatbots
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.
Stronger dedicated focus on tracking brand mentions across conversational search engines, but lacks Surfer's broader content optimization workflows.
Stronger dedicated focus on tracking brand mentions across conversational search engines, but lacks Surfer's broader content optimization workflows.
SpecialistBuild, simulate, evaluate and monitor self-improving AI agents
SpecialistBuild, simulate, evaluate and monitor self-improving AI agents
