Raw accuracy
Winner: PangramPangram is the rare vendor whose numbers survive third-party testing: peer-reviewed comparisons through 2026 place it at or near perfect where legacy tools wobble — one long-form academic study found it the only commercial detector that performed well, at 97.5% accuracy with zero false positives. Our own gauntlet matched the literature.
False positives
Winner: PangramThe category's moral dimension: wrongly flagging a human writer — disproportionately non-native English speakers — is the harm that matters. Pangram's false-positive rates run an order of magnitude lower than legacy detectors in our testing, and it addressed the non-native failure mode explicitly.
Evidence beyond the score
Winner: GPTZeroGPTZero's Writing Reports show process — typing cadence and document replay — which is fundamentally better evidence than any probability score, because it demonstrates how the work was made rather than guessing at what made it. For integrity conversations, this feature alone justifies the platform.
Classroom & workflow
Winner: GPTZeroCanvas, Google Classroom, and Moodle integrations, batch scanning, dashboards, and educator-shaped UX — GPTZero built the layer schools actually operate in. Pangram's integrations remain thin; it's an API and a spartan dashboard, by its own admission a work in progress.
Robustness to evasion
Winner: PangramAgainst paraphrasers and 'humanizer' tools built specifically to beat detectors, Pangram holds up best in published robustness tests — though our review is blunt that a 2026 adversarial study still got purpose-built evasion text past it. Detection leadership is not detection immunity, anywhere.
Free tier & price
Winner: GPTZeroGPTZero's ~10,000 free words a month is the best no-cost starting point in the category and the reason it anchors our student stack. Pangram's free scans are limited, with paid plans around $15/month and pricing that's shifted as the product matures.