Winston AI — AI content detection and integrity platform
Winston AI is a specialized platform for detecting AI-generated text and checking plagiarism with enterprise-ready integrations. Built on large human-reviewed datasets and updated weekly, Winston provides fast, high-confidence assessments for organizations and individuals who need to verify authorship and originality.
Key features
- Industry-leading detection accuracy (advertised 99.98%) for modern LLMs including ChatGPT, Google Gemini, Claude, LLAMA and others.
- Multi-language support: English, French, Spanish, Portuguese, German, Dutch, Polish, Italian, Indonesian, Romanian, and Simplified Chinese.
- Sentence-level AI prediction map and a human score (0–100) showing the likelihood a text was human-authored.
- Built-in plagiarism checker with citation and duplicate-visualization tools.
- OCR support for .png/.jpg inputs and uploads of .docx files to extract and analyze text from images and scanned documents.
- Paraphrase and humanizer detection to catch bypass strategies (Quillbot, paraphrasing tools, AI humanizers).
- Enterprise API for programmatic integration and a Chrome extension for in‑page checks (includes free credits on install).
- Secure, GDPR-compliant handling; content is not used to train models.
Technical details
- Trained on a large, human-labelled dataset to minimize false positives and tuned against diverse LLM outputs.
- Weekly model updates to keep pace with new LLM releases and bypass techniques.
- Outputs both aggregate scores and sentence-by-sentence probabilities to aid granular review.
- Exposes REST API endpoints for batch/automated checks and report generation.
Target users & use cases
- Education: academic integrity checks for assignments, exams, and admissions essays.
- Publishers & SEO teams: detect synthetic content that may harm search rankings and maintain content quality.
- Writers & editors: pre-publish assessments, human-score insights, and plagiarism scanning.
- Enterprises: compliance workflows, content moderation, and bulk scanning via API.
Typical workflow
- Create a free account.
- Paste text or upload .docx / image files (OCR supported).
- Receive human-score, sentence-level AI prediction map, and optional plagiarism results in seconds.
- Export or generate printable reports for records.
Integrations & deployment
- REST API for integration into LMS, CMS, publishing pipelines, or custom apps.
- Chrome extension for on-the-fly checks while browsing or editing online content.
- Affiliate and ambassador programs for partners.
Security & privacy
- GDPR-compliant, with explicit statement that user content is kept confidential and not used to improve detection models.
- Secure handling recommended for institutional deployments and enterprise API keys.
Unique selling points
- High advertised accuracy and low false-positive rate from human-reviewed training data.
- Comprehensive product suite (AI detection, plagiarism, image detection, API, extension) covering most integrity needs.
- Regular model updates to stay ahead of new LLMs and evasion tactics.

