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Product updates, document AI insights, and engineering notes from the Doculytix team.
- 6 min read
The Three Levels of AI Prompting: From Documents to Business Outcomes
Most AI implementations start with one document, one prompt, one result. Level 2 templates improve consistency—but 5,000 vendors can mean 5,000 prompts. Level 3 shifts to the business use case: one AP workflow, 1–10 adaptive prompts, thousands of vendors.
PromptingBusiness OutcomesOnboardingAPRead article - 8 min read
Handling 100,000 Documents in Parallel Is a Decade-Old Engineering Problem—Not an AI Problem
Handling one document well proves AI capability. Handling 100,000 in parallel is a decade-old engineering problem. Apply queues, workers, backpressure, multi-model extraction, and confidence scores—the full set of engineering principles—to solve it.
ArchitectureCeleryMulti-modelAsyncRead article