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FLUENT - Autonomous localization for enterprises

Autonomous, CI/CD-native localization for enterprise legal & SaaS content

Jul 26, 2026 Developer Tools
ci-cd internationalization localization saas translation

About

FLUENT is an autonomous localization engine for enterprise software. Enterprise localization today runs on human throughput: vendors charge $0.10–0.25/word, turnaround takes weeks, and quality is inconsistent — a $76B market still priced like artisan labor. FLUENT replaces the vendor's first-pass translation step with domain-tuned LLM translation plus an automated QA gate, wired directly into CI/CD: strings translate on commit, get scored and validated automatically, and only low-confidence segments get routed to a human — human-on-the-loop, not human-in-the-loop. We're starting with legal & CLM content, where a mistranslated clause is a liability, not a typo. In head-to-head benchmarks against a leading vendor on a real enterprise CLM corpus, FLUENT led on quality in 6 of 7 languages and auto-caught 177 vendor defects before ship, at under $0.01/word.

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