Independent Forensic Lab

Restoring Transparency to the
Digital Written Word.

In an age of automated text, we provide the independent, privacy-first alternative to corporate detection monopolies.

Digital Transparency Visualization

Analysis Matrix v4.0

Updated for GPT
Figure 1.0: Semantic Entropy Map

Privacy First

We process text in volatile memory (RAM). Once your report is generated, the data is permanently discarded. No storage, no reselling.

Accuracy Driven

Our forensic engine calculates Perplexity and Burstiness to find the chaotic signature of true human thought.

Open Access

Academic integrity is a right. We remain a free, unlimited resource for students and the global research community.

Born from the Gap in
Academic Trust.

The Research Lab
NLP Department • Est. 2022

In late 2022, the release of ChatGPT fundamentally broke the trust model of digital education. Educators had no way to verify authorship, and students had no way to prove their originality.

A small collective of NLP researchers and data scientists came together to build a transparent alternative. We focused on the linguistic fundamentals: how humans naturally break grammatical probability.

Q4 2022

The Lab is Founded

Initial research into GPT probabilistic signatures begins.

Q3 2023

Burstiness Algorithm Beta

Introduction of sentence variance tracking to reduce false positives.

Algorithm Evolution Accuracy %
Present Day

The Forensic Engine v2.0

Full calibration for GPT and Claude 99% Accuracy Engine.

“In an era of generative noise, human cognition is our most precious asset. We build tools to protect it.”
VERIFIED HUMAN INTEGRITY • ACADEMIC STANDARD •

Our Commitment to Neutrality

We act as a neutral arbiter. Our tool provides probabilistic data, not definitive judgment. We strictly adhere to our Zero-Log Policy.

No Data Training
No Reselling
100% Independent