Privace.ai vs Limina AI
High-accuracy de-identification for AI pipelines across 50+ entity types and 50+ languages.
What Limina AI does
Limina AI (formerly Private AI) is an API-first de-identification engine. It detects PII, PHI and PCI across dozens of languages and file types — text, PDFs, images, audio, DICOM — redacting, pseudonymizing or synthesizing entities, and can re-identify LLM responses. It is strong for RAG pipelines, fine-tuning corpora and batch de-identification, and publishes expert-determination evidence for HIPAA and GDPR.
How Privace.ai differs
Limina is an engine you integrate into a pipeline. Privace.ai is an end-user gateway: a browser extension that intercepts prompts inside ChatGPT, Claude and Gemini before the user hits submit, restores originals in the answer, and enforces admin-owned sector policies with a token-only audit trail — all on a single GCP perimeter with strict BYOK.
Privace.ai vs Limina AI: capability comparison
A fair, side-by-side look at the seven dimensions that define an LLM redaction gateway.
Reversible redaction — restore originals in the LLM response
Admin-owned sector PII / PHI / PCI libraries
In-LLM-input interception (browser extension, before submit)
Strict BYOK — your own LLM key, keys never shared
Single-perimeter, GCP-native data sovereignty
LLM-as-a-Judge output scoring
Token-only, fully auditable trail
Comparison reflects publicly documented capabilities at time of writing and each product's primary design intent; vendors evolve quickly — verify specifics for your use case.
Privace.ai vs Limina AI — FAQ
- Is Privace.ai a Limina AI alternative?
- Yes — for teams that want redaction to happen live inside ChatGPT, Claude and Gemini rather than only inside a data pipeline. Privace.ai ships a browser extension that intercepts prompts before submit and restores originals in the response, with admin sector policies and a token-only audit trail.
- Does Privace.ai also re-identify responses like Limina?
- Yes. Every redaction is reversible by construction via an encrypted original↔token map, so the LLM answer comes back with originals restored — the same round-trip Limina offers for pipeline outputs, but at the point the user is actually typing.
- Which handles more languages and file types?
- Limina's engine covers 50+ languages and many file formats and is a strong fit for large batch de-identification. Privace.ai focuses on real-time, interactive LLM use with sector-scoped policies, BYOK and GCP-native data sovereignty.
See Privace.ai on your own prompts
Install the extension and watch PII, PHI and PCI get redacted before ChatGPT, Claude or Gemini ever see it — then restored in the answer. No credit card required.