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| title: PromptRails | |
| # PromptRails | |
| **Local-first, honestly-benchmarked AI for privacy.** | |
| We build small models that run on your own machine — no cloud, no API, no data | |
| leaving the device — and we test them on independent, adversarial benchmarks so | |
| the numbers actually mean something. | |
| ## Shipped | |
| 🔒 **[piimask-qwen2.5-0.5b](https://huggingface.co/promptrails/piimask-qwen2.5-0.5b)** | |
| — a 0.5B model that detects PII in **English and Turkish**, fully on-device. | |
| Turkish PII (names, addresses, TCKN, IBAN) is underserved by English-first tools; | |
| piimask is built for it. | |
| 📊 **[piimask-eval-tr-en](https://huggingface.co/datasets/promptrails/piimask-eval-tr-en)** | |
| — an independent, adversarial **bilingual** PII benchmark. We publish the set we | |
| test on — including the cases we still miss. | |
| ## What we care about | |
| - **Local-first** — privacy by default; nothing leaves your machine. | |
| - **Honest benchmarks** — independent sets, disclosed limitations, reproducible numbers. | |
| - **Open** — Apache-2.0 weights, open eval data. | |
| 🌐 [promptrails.ai](https://promptrails.ai/) · 💼 [LinkedIn](https://www.linkedin.com/company/promptrails) |