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Practical LLM integrations and workflow automation grounded in engineering discipline.
We integrate AI capabilities into business workflows using providers such as OpenAI and Google Gemini, alongside Google service integrations where they fit the use case. Our approach is engineering-first: structured prompts, deterministic validation, and human review where accuracy matters.
We treat AI as a component in a larger engineered system—not a standalone product. Each integration includes schema-enforced output validation, deterministic fallback logic, and measurable accuracy criteria defined before deployment.
We scope AI projects around specific, measurable use cases. We do not build general-purpose AI assistants without a defined operational context.
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