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#AI engineering

3 posts tagged with AI engineering.

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4 min read

How We Solved Persistent Scoring in Our AI Lead Engine with Simple Data Modeling

We fixed flaky AI lead scores by adding durable storage for score analysis—here's how a small schema change made a big impact.

AI engineeringdata modelingfull-stack developmentPostgreSQLlead scoring
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3 min read

How We Scaled AI Lead Scoring with Generic XAI Prompts in Lockline AI

We replaced hardcoded AI explanations with reusable XAI prompts, boosting transparency and maintainability across Lockline AI's lead scoring pipeline.

AI EngineeringExplainable AIPrompt DesignLead ScoringFull-Stack Development
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3 min read

Replacing Custom NLP with an LLM in Our Lead Gen Pipeline: A Real-World Trade-Off

We swapped a brittle rule-based NLP parser for an LLM in Lockline AI—here’s how accuracy improved and what we paid in latency.

LLMNLPlead generationAI engineeringPython
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