A · Agents · attribution · automation
Attribution
Tracking the source (document, paragraph) of an AI answer.
In one sentence
Attribution is the practice of recording which retrieved document — and which paragraph or page — supports each sentence of an AI-generated answer, so a reader can verify the source.
When it matters
In regulated industries (HVAC, medical, finance) or anywhere a wrong answer is expensive. Without attribution there is no audit trail.
A real-world example
helpcode Knowledge Base always returns the source PDF page next to each answer. If the answer cites "ErP 2024 art. 5", you can open the cited paragraph in one click.
Curated by helpcode research team · Last reviewed 2026-05-22
Where this matters in practice
Industry
Electrical appliances
Self-service troubleshooting with QR codes on each unit — from coffee machines to washing machines. Guides, error code resolution, spare parts identification.
Industry
HVAC systems
Diagnostics for chillers, boilers and ventilation. Schematic search across PDFs, voice-first for hands-busy work.
Industry
Heat pumps
Installation guidance, error code lookup, refrigerant safety procedures, compliance audit trails.
Industry
Facility management
Tenant incident reporting via chat, voice or QR, with auto-routing to your CMMS.
Industry
Consumer electronics
Interactive setup wizards, multi-language by default, integrated with warranty + RMA flow.
Industry
Power tools
Battery diagnostics, calibration walkthroughs, warranty + RMA flow integration.