Quality · 0 to 100
The structured total summarizes the review dimensions while semantic fidelity remains visible separately.
Methodology
Rules first. Results second.
A benchmark is only as useful as its protocol. We separate generation, automatic controls, and structured review, and make exceptions visible.
Internal, versioned benchmark · Updated July 28, 2026. These results describe this test run. They do not guarantee the same outcome for every text, language, or future product version.
The protocol in six steps
- 01
Fixed source texts
Every provider receives the same source. This run contains ten cases with ordinary and structured citations.
- 02
Production mode
Certentis is tested with the pipeline actually used in production, not a selectively optimized demo configuration.
- 03
Blinded quality review
Rewrites are reviewed without provider labels against a fixed eight-dimension rubric.
- 04
Separate semantic review
Facts, qualifications, causality, and intent are checked against the corresponding source text.
- 05
Hard structural controls
Language, word ratio, and complete citation occurrences are recorded as separate metrics.
- 06
Failures remain visible
Missing outputs are not silently replaced. RewriteAI therefore has nine cases instead of ten.
Eight quality-review dimensions
- 01Grammar and language control
- 02Clarity and readability
- 03Coherence and structure
- 04Academic style
- 05Precision
- 06Naturalness
- 07Citation integration
- 08Semantic fidelity to the source
How to read the metrics
Citations · exact or changed
We record whether every complete citation occurrence is preserved byte for byte in the output.
Word ratio · output ÷ input
1.00 means equal word counts. The ratio measures length, not content quality.
External AI classification
Human and Mixed are added as an orientation value. It is a model probability, not a sentence share or proof.
Limitations and next steps
- 01Ten cases form a useful product test, but not a complete representation of every text type.
- 02Source texts cannot be published in full where licensing or privacy restricts redistribution.
- 03External models and competitor products may change after the test date.
- 04We will publish accuracy figures for the AI Detector and Plagiarism Checker only after testing against suitable labeled reference corpora.
Certentis Evidence
Evidence before promises.
Results, test rules, and limitations are kept separate so it remains clear what was measured and what was not.
