// 00AI Integration · Models Into Operations
AIINTEGRATION
Where It Fits
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What It Changes
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What It Costs
// 01
Whether the system can take it
Most AI plans are sized against the model and not against the estate that has to carry it. We establish what the current infrastructure, throughput and failure budget will genuinely absorb, and we name the parts of the plan the system cannot support yet.
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// 02
How the work moves between them
A model is one component in a chain that already exists. We design how data and tasks pass between it and the systems around it, so the AI layer and the architecture underneath are settled together rather than in sequence by two teams who never meet.
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// 03
Built for how it actually behaves
Model calls are slow, variable and occasionally wrong, which is not how the rest of a system expects its components to behave. We design the queuing, retries and fallbacks around that, so a bad answer degrades the experience instead of stopping the process.
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// 04
Without a new single point of failure
The quickest way to lose a year is to make a working process depend on an unproven one. We add capability alongside what runs today, with the diagnostics to show which layer a fault came from, so nothing in production rests on the new part behaving.
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// 05
In the order that survives contact
Sequence decides how much of this a firm gets through. We order the changes so the early ones return something visible and the risky ones arrive when the operation can absorb them, and we say which steps are settled practice and which are still experimental.
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