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Smart ingestion pipelines (documents, forms, or uploads)
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Data cleaning + structure recognition (tables, headers, sections)
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Quality checks to keep things consistent
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Testing with synthetic/anonymized samples
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Clear documentation of formats and workflows
Document & Data Processing Foundations


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Entity extraction (names, products, services, categories)
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Classification & tagging engines (for smarter automation)
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Confidence scoring + normalization for consistent results
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API endpoints for smooth integration
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Red-flag/risk detection customized to your business rules
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Benchmarking & testing protocols
AI Intelligence + Business Logic Layer
User Experience + Insights
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Cost calculators, quoting engines, or recommendation frameworks
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Rules engine for personalized business logic
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Dashboard integrations + API documentation
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Deployment packages with model files & configuration


Why This Matters for Small Businesses
Most AI tools are either:
❌ Beautiful on the surface but unstable under the hood, or
❌ Technically solid but completely off-brand.
With Donut Made + Spinelli Dev, you get both: design that connects with your audience, and engineering that scales with your business.
