The SOAR blog.
Practical guides to data sourcing, AI annotation and market research.
Enterprise Data for AI Training: What Makes It Useful?
Learn how to assess enterprise data for AI training: workflow context, metadata, permissions, quality and a practical checklist for a first sample.
3 min read
Licensing Business Data for AI: A Preparation Checklist
Considering licensing business data for AI? Prepare an inventory, define a limited contribution and identify the questions to resolve before sharing records.
3 min read
AI Training Data Requirements: A Practical Brief Template
Write an AI training data brief with clear task requirements, language coverage, formats, quality checks and pilot acceptance criteria. Includes a template.
3 min read
Arabic Data Annotation: Dialects, Guidelines and QA
Plan Arabic data annotation with clear dialect coverage, text-handling rules, reviewer requirements and quality checks before committing to full production.
3 min read
RLHF Data: Annotation, Preference Ranking and Evaluation
Understand the human-data tasks behind RLHF, how preference ranking differs from evaluation, and what to include in a reviewer brief and pilot.
3 min read
Vendor Pricing Comparison: A Benchmarking Template
Compare vendor pricing using a common usage scenario, a cost table and clear assumptions. Includes a worked example and questions for evaluating quotes.
3 min read