Dynamic vs Static Prompts: Which Costs More to Maintain?
Compare maintenance costs of dynamic vs static prompts in production AI. Learn when each approach makes sense and how to minimize operational overhead.

At Particula Tech, we build AI systems that work in production. Custom models, intelligent automation, and systems that improve as they learn from your data.
Most AI projects fail because teams treat them like normal software. We know the difference.
AI isn't magic. It's engineering. We build it that way.
Most AI fails because teams treat it like magic. We treat it like what it is—software that needs architecture, testing, and maintenance.
Sometimes the answer is "don't use AI for this." We only build where AI genuinely solves the problem better than alternatives.
We don't do proof-of-concepts that gather dust. When we build something, it handles real traffic and real edge cases.
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Explore our latest thoughts on AI, technology, and building systems that scale. Practical insights from real-world experience.