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The DWARY Intech blog.

Practical writing on AI automation, GTM engineering and cutting operating costs, drawn from building real systems.

Reliability

Why AI automation projects fail in production, and what to build instead

The model is rarely the problem. Seven failure modes we see repeatedly, and the engineering that prevents each one.9 min read
In progress

What we’re writing next

How to calculate the ROI of an automation project, with a worked examplePlanned
Clay waterfall enrichment: cutting credit spend without losing coveragePlanned
AI lead qualification vs lead scoring in HubSpotPlanned
How to identify business processes suitable for AI automationPlanned
RAG vs traditional knowledge management: when each one winsPlanned
Building reliable AI agents for business operationsPlanned
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