Generative AI
Generative AI features inside real products
Generative AI is a component: it writes, rewrites, classifies or fills a schema. ZEH Technologies integrates it where a first draft saves time and a human or a rule can still check the output.
We implement structured JSON outputs, tone constraints, and templates so the model is not free-form in places that need consistency. For a business primer, read How businesses can use generative AI.
Failure modes we design for
Hallucinated facts, leaked prompts, over-confident tone, and PII in logs. Mitigation is product design: retrieval, allow-lists, redaction and review—not a disclaimer buried in a footer.
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FAQ
Questions companies usually ask.
Do you train our own foundation model?
Usually no. Most products should use existing LLM APIs with your data in retrieval or tools. Training is a different, rarer project.
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