Human Editorial Review

AI Content Review & Fact-Checking

Human research, editorial judgment and quality control for AI-assisted content that must be accurate, coherent and ready for a real audience.

Words Are Not the Same as Judgment

AI can sound certain while being wrong

Generative AI can accelerate production, but polished language can conceal invented facts, outdated information, weak reasoning, inconsistent instructions and a voice that does not fit the audience. I review the substance, not merely the grammar.

  • Claim verification and primary-source research
  • Hallucination and contradiction detection
  • Technical and logical accuracy review
  • Citation and link checking
  • Structural and developmental editing
  • Brand-voice and audience adaptation
  • Reading-level and clarity improvement
  • AI response evaluation and rubric-based quality control
Relevant experience: More than three years of AI training, prompt-development and response-evaluation work involving major language-model systems, combined with professional writing, research and software-development experience.

Built for high-volume workflows

I can review individual flagship pieces or work within repeatable editorial systems. For ongoing production, we can define acceptance criteria, source standards, escalation rules and a consistent feedback format.

Subjects where scrutiny matters

My review experience runs through AI and technology, education, legal services and healthcare: subjects where a confident-sounding error is the expensive kind.

Frequently Asked Questions

Quality-control questions

Can you review content produced by any AI platform?

Yes. The review focuses on the final output, evidence and intended use rather than requiring a specific generation platform.

Can you build a review rubric?

Yes. I can help define measurable criteria for factuality, clarity, voice, safety, usefulness and required sourcing.

Can you rewrite rejected drafts?

Yes. Review can include comments only, targeted revisions or a complete human rewrite.

Protect the Standard

Producing more content should not mean publishing worse content

Send a representative sample, estimated volume, quality requirements and turnaround needs.

Email Krissy