Milk Infrastructure records 0 monthly visits with 0% month-over-month growth and Paid pricing. Scale records 616,915 monthly visits with +12.5% growth and Contact for Pricing pricing.
Turn the model traffic you already generate into summaries, experiments, and training data
The data, evaluations and systems behind AI that has to be right.
| Dimension / Metric | | |
|---|---|---|
| Official Domain | milkinfrastructure.com | scale.com |
| Pricing Model | Paid | Contact for Pricing |
| Monthly Visits | 0 (0) | 616.92K (616,915) |
| MoM Traffic Delta | 0 (0%) | +68.69K (+12.5%) |
| Primary Market & Share | 🌐 Global (—) | 🇺🇸 United States (44.2%) |
| Direct Visits / mo | 0 | 191.41K |
| User Rating | 4.3 | 4.7 |
| Supported Platforms | Website | Website |
Turn the model traffic you already generate into summaries, experiments, and training data
Point the official OpenAI SDK at Milk Parlor by changing just OPENAI_BASE_URL and OPENAI_API_KEY; Chat Completions and Responses calls stay exactly as they were.
Parlor returns your model's answer as usual while saving eligible request–response pairs in the background, grouped as tasks under your account's unique ID.
A heartbeat counts saved exchanges without making model calls, and at configurable thresholds a job summarizes topics, tasks, and response times.
Give it a goal and it runs commands, starts cloud models, measures results, and saves what it learns — continuing even after you close the dashboard.
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.
Free / Open-sourceGive your AI agents secure, authenticated access to 1,700+ apps
Free / Open-sourceGive your AI agents secure, authenticated access to 1,700+ apps
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-sourceHigh-trust frontier inference, encrypted end to end
Free / Open-sourceHigh-trust frontier inference, encrypted end to end
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.
Free / Open-sourceThe TypeScript framework for building, deploying, and observing AI agents
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-sourceThe universal context engine connecting agents to data, tools, and models
Free / Open-sourceFast Apply and agent-tuned inference for coding agents
Free / Open-sourceFast Apply and agent-tuned inference for coding agents
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.
