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.
Cheers records 21,377 monthly visits with -23.6% month-over-month growth and Contact for Pricing pricing. Scale records 616,915 monthly visits with +12.5% growth and Contact for Pricing pricing.

Done-for-you local SEO and AI visibility for service brands
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | cheers.tech | scale.com |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 21.38K (21,377) | 616.92K (616,915) |
| MoM Traffic Delta | -6.6K (-23.6%) | +68.69K (+12.5%) |
| Primary Market & Share | 🇺🇸 United States (89.6%) | 🇺🇸 United States (44.2%) |
| Direct Visits / mo | 11.28K | 191.41K |
| User Rating | 3.9 | 4.7 |
| Supported Platforms | Website | Website |

Done-for-you local SEO and AI visibility for service brands
See which brands and competitors AI assistants recommend in your markets, alongside traditional Google and Maps visibility, so you can react before you lose demand to rivals.
Generate more customer reviews through tap cards, QR codes and review links, then track volume and pace per location and per employee.
Business profiles, listings and location pages are built and maintained for every branch, keeping hours, services and coverage consistent across a multi-location footprint.
Useful pages built around the services and areas a business actually covers, plus fixes to the technical and content problems holding rankings back.
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.
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.

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.

Free / Open-sourceAI SEO manager that tracks rankings and AI answers, then does the work
Free / Open-sourceAI SEO manager that tracks rankings and AI answers, then does the work

Free / Open-sourceThe AI SEO agent that researches, writes, publishes, and builds links for you
Free / Open-sourceThe AI SEO agent that researches, writes, publishes, and builds links for you

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.

Free / Open-sourceFree 60-second SEO and AI-visibility scan with a growth analyst that tells you what to fix
Free / Open-sourceFree 60-second SEO and AI-visibility scan with a growth analyst that tells you what to fix