Field notes

How AI detection
actually works.

Research notes on how AI detection works, where it fails, and how to write with AI responsibly.

Detectors 6 min read

Does Content at Scale's AI Detector Actually Work? (It's Now BrandWell)

Content at Scale is now BrandWell. Its detector gives a color-coded, sentence-level read rather than one score — but the company itself won't put a percentage on its accuracy, and neither will we on its behalf.

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Comparison 7 min read

Refrazr vs HIX Bypass (2026): A Dedicated Tool vs One Feature in a 120-Tool Suite

HIX Bypass is a feature inside a 120-tool suite, priced by monthly word quota much like Refrazr — but the suite-vs-dedicated tradeoff and the 'bypass' branding are worth understanding before you pick.

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Comparison 7 min read

Refrazr vs AIHumanize.io (2026): Monthly Quotas vs One-Time Word Packs

AIHumanize.io bundles daily AI-detection scans into every tier and resets your word quota monthly. Refrazr sells one-time packs. Here's the real pricing, verified first-party, plus a warning about the near-identical domain names in this space.

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Comparison 7 min read

Refrazr vs WriteHuman AI (2026): Requests vs Words, and What Each Ceiling Actually Costs You

WriteHuman meters requests, then caps words per request on top of that — a ceiling that bites long before the monthly quota does. Here's what that actually costs against a simple word pool.

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Comparison 8 min read

Refrazr vs StealthWriter (2026): Two Tools, Two Completely Different Price Models

StealthWriter meters how often you rewrite. Refrazr meters how much. That single difference decides which one is cheaper for you — and for ordinary volumes the gap is about ten to one.

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AI Detection 8 min read

Does Grammarly Detect AI Text? Official Claims vs Independent Tests

Grammarly's AI Detector claims 99% accuracy. Independent testing found a lot less. Here's the official claim, the RAID benchmark it cites, and what press testing actually found.

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Comparison 10 min read

Refrazr vs Grammarly AI Humanizer: Which Is Worth It in 2026?

Grammarly bundles its Humanizer into a $30/mo platform ($12/mo if you commit annually). Refrazr is a dedicated tool at $6.99/mo or $1.99 packs. Here's the honest comparison.

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Turnitin 8 min read

Does ChatGPT Show Up on Turnitin? What Your Report Actually Displays

Turnitin's AI score and Similarity score are two separate reports, and most students only ever see one of them. Here's what actually shows up, to whom, and a repository-matching angle most guides skip.

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Review 7 min read

GoHumanize.ai Review 2026: Tested, Compared, and Honest

GoHumanize.ai launched in April 2026 with sensible pricing and seven-language support. We tested it, read every page, and wrote what is genuinely good and what is missing.

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Comparison 9 min read

Refrazr vs Undetectable.ai (2026): Pricing and Features Compared

Undetectable.ai is the established option at $9.99/mo. Refrazr is the leaner option at $1.99 packs and $6.99/mo. Here is the honest comparison — verified pricing, real tradeoffs, and who should pick which.

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GPTZero 9 min read

Does GPTZero Actually Work? We Tested It on 100 Essays (2026)

GPTZero is reasonably accurate on raw AI output and unreliable on anything edited, hybrid, or written by an ESL student. We pasted 100 essays and recorded what happened.

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