AfterQuery Scale Data Engine

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AfterQuery:

About

AfterQuery is an applied research platform designed to create high-quality training data for frontier artificial intelligence models by capturing how real experts think, reason, and solve problems in professional contexts. It focuses on transforming real-world work into structured datasets that go beyond simple outputs, encoding decision-making processes, tradeoffs, and contextual reasoning that traditional internet-sourced data cannot provide. It works directly with domain experts to generate supervised fine-tuning data, including prompt–response pairs and detailed reasoning traces, as well as reinforcement learning datasets with expert-designed prompts and grading frameworks that convert subjective judgment into scalable reward signals. It also builds custom agent environments across APIs and tools, enabling models to be trained and evaluated in realistic workflows, and captures computer-use trajectories that demonstrate how humans interact with software step by step.
Scale Data Engine:

About

Scale Data Engine helps ML teams build better datasets. Bring together your data, ground truth, and model predictions to effortlessly fix model failures and data quality issues. Optimize your labeling spend by identifying class imbalance, errors, and edge cases in your data with Scale Data Engine. Significantly improve model performance by uncovering and fixing model failures. Find and label high-value data by curating unlabeled data with active learning and edge case mining. Curate the best datasets by collaborating with ML engineers, labelers, and data ops on the same platform. Easily visualize and explore your data to quickly find edge cases that need labeling. Check how well your models are performing and always ship the best one. Easily view your data, metadata, and aggregate statistics with rich overlays, using our powerful UI. Scale Data Engine supports visualization of images, videos, and lidar scenes, overlaid with all associated labels, predictions, and metadata.
AfterQuery:

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported
Scale Data Engine:

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported
AfterQuery:

Audience

AI researchers, developers, and enterprises building advanced models who need high-quality, expert-driven training data to improve reasoning and real-world task performance
Scale Data Engine:

Audience

Developers seeking a solution providing better ML models through data exploration, curation and quality assurance
AfterQuery:

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported
Scale Data Engine:

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported
AfterQuery:

API

Offers API Supported
Scale Data Engine:

API

Offers API Not Supported
AfterQuery:

Screenshots and Videos

Scale Data Engine:

Screenshots and Videos

AfterQuery:

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported
Scale Data Engine:

Pricing

No information available.
Free Version Not Supported
Free Trial Supported
AfterQuery:

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software
Scale Data Engine:

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software
AfterQuery:

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported
Scale Data Engine:

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported
AfterQuery:

Company Information

AfterQuery
Founded: 2025
United States
www.afterquery.com
Scale Data Engine:

Company Information

Scale AI
Founded: 2016
United States
scale.com/data-engine
AfterQuery:

Alternatives

Scale Data Engine:

Alternatives

AfterQuery:
Scale Data Engine:
AfterQuery:
Scale Data Engine:
AfterQuery:
Turing

Turing

Turing.com
Scale Data Engine:
OORT DataHub

OORT DataHub

5.0 out of 5 stars
AfterQuery:
Alignerr

Alignerr

Labelbox
Scale Data Engine:
AfterQuery:

Categories

Scale Data Engine:

Categories

Data Annotation Supported
Data Labeling Supported
LiDAR Supported
Machine Learning Supported
RLHF Supported
AfterQuery:

Integrations

Model Context Protocol (MCP) Supported
Scale Data Engine:

Integrations

Model Context Protocol (MCP) Not Supported
AfterQuery:
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Claim AfterQuery and update features and information
Scale Data Engine:
Claim Scale Data Engine and update features and information
Claim Scale Data Engine and update features and information