SpecialistHigh-efficiency open-weight and hosted reasoning AI powered by DeepSeek-V4 and R1 at ultra-low token costs.
SpecialistHigh-efficiency open-weight and hosted reasoning AI powered by DeepSeek-V4 and R1 at ultra-low token costs.
Groq records 3,987,936 monthly visits with +10% month-over-month growth and Paid pricing. Scale records 616,915 monthly visits with +12.5% growth and Contact for Pricing pricing.
The data, evaluations and systems behind AI that has to be right.
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | groq.com | scale.com |
| Pricing Model | Paid | Contact for Pricing |
| Monthly Visits | 3.99M (3,987,936) | 616.92K (616,915) |
| MoM Traffic Delta | +362.74K (+10%) | +68.69K (+12.5%) |
| Primary Market & Share | 🇮🇳 India (19.3%) | 🇺🇸 United States (44.2%) |
| Direct Visits / mo | 1.7M | 191.41K |
| User Rating | 4.7 | 4.7 |
| Supported Platforms | Website | Website |

Ultra-fast AI inference on the LPU and LPX platform
Custom accelerators designed specifically for inference rather than training, tuned for very low latency.
Hosted access to popular open models including Llama, Mixtral, Gemma, and Whisper speech models.
An API broadly compatible with common OpenAI-style request formats for quick integration.
Automatic speech recognition with Whisper plus text-to-speech capabilities for voice applications.
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.
SpecialistHigh-efficiency open-weight and hosted reasoning AI powered by DeepSeek-V4 and R1 at ultra-low token costs.
SpecialistHigh-efficiency open-weight and hosted reasoning AI powered by DeepSeek-V4 and R1 at ultra-low token costs.

SpecialistProprietary frontier models with powerful reasoning and multimodal features, but lacking open-weight model hosting and custom inference speeds.
SpecialistProprietary frontier models with powerful reasoning and multimodal features, but lacking open-weight model hosting and custom inference speeds.

SpecialistGoogle's rapid prototyping IDE and developer API workbench for building multimodal applications with Gemini models.
SpecialistGoogle's rapid prototyping IDE and developer API workbench for building multimodal applications with Gemini models.
Unified API gateway aggregating hundreds of models across providers, but acting as a router rather than direct hardware host.
Unified API gateway aggregating hundreds of models across providers, but acting as a router rather than direct hardware host.

Robust cloud platform for open-source model inference, offering extensive fine-tuning support but slightly slower raw speeds.
Robust cloud platform for open-source model inference, offering extensive fine-tuning support but slightly slower raw speeds.
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.

Wafer-scale hardware cloud delivering ultra-fast token generation speeds comparable to Groq, but supporting a more specialized model catalog.
Wafer-scale hardware cloud delivering ultra-fast token generation speeds comparable to Groq, but supporting a more specialized model catalog.
High-throughput serverless inference for open models, featuring excellent speed and fine-tuning capabilities with broad API compatibility.

Low-cost serverless inference cloud hosting hundreds of open-weight models, but lacking specialized custom hardware accelerators like LPUs.

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.