Custom NLP engine specialized in Puerto Rican Spanish.
A specialized intermediary engine — not a chatbot, not an application — that sits between user input and downstream products, providing Puerto Rico-first language understanding as a service. Any product serving Puerto Rican users can consume BLE's encoder and router.
BLE itself knows nothing about specific domains — it only knows how Puerto Ricans communicate.
Freely mixed Spanish and English within sentences.
Surface praise masking criticism, emoji-based tone shifts.
Caps, exclamation marks, intensifiers indicating frustration or emergency.
Cultural expressions like "Mano", "Wepa", "es que..."
Formal vs informal, hostile vs neutral, frustrated vs satisfied.
PR-specific expressions that general models misinterpret.
Understand
Converts PR Spanish text into dense vector representations capturing both meaning and intent.
Decide
Classifies domain, tone, register, and urgency. Determines the optimal response strategy without touching the LLM.
Generate (last resort)
Only invoked when templates and retrieval can't answer. Most queries resolve at the encoder/router level.
BLE's tiered inference strategy resolves 80-90% of interactions without touching the decoder, dramatically reducing cost and latency.
Self-hosted encoder with no per-call API fees. Hardware cost amortizes over time.
~11ms encoder response time (p95) on local hardware vs 500-2000ms cloud APIs.
Same input produces same routing decision. Critical for compliance in government, healthcare, finance.
Runs entirely on local hardware. No user data leaves the machine. Zero third-party exposure.
Any product serving Puerto Rican users can integrate BLE as a language understanding layer.
Let's discuss how the Boricua Language Engine can power your product's Puerto Rican Spanish understanding.
Contact Us