Building reliable research agents: what actually matters
Lessons from running thousands of research jobs: source quality signals, hallucination mitigation, and practical guardrails.
Read moreThe thinking behind our pipeline, the systems we use to keep quality high, and the experiments that move the product forward. Plus data-driven market research on what's actually working in SEO and content right now.
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A concise playbook for founders: align tone, ground research, and ship consistent articles in under an hour with AI checkpoints.
Lessons from running thousands of research jobs: source quality signals, hallucination mitigation, and practical guardrails.
Read moreHow we capture tone from your site, preserve it through multiple stages, and keep QA edits aligned to brand.
Read moreStructuring outlines that satisfy search intent without sacrificing narrative flow or readability.
Read moreWhy we intentionally pause for human review, and the signals we pass forward into publishing.
Read moreOperational tactics to keep output high while preserving editorial standards your brand can stand behind.
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