Neural networks and AI3 minJuly 2, 2026

15 AI tasks: inputs, instructions and verification

Robert MirovUpdated Oct 16, 2026

AI becomes more useful when the assignment is bounded and the output can be checked. These 15 tasks support drafts and staff work. Unknown prices, promises and customer actions should not be left to the model’s imagination.

01Use a simple instruction structure

Specify task, source, format, prohibitions and review. Example: “Using this approved description, draft three quotation questions. Add no services or prices. Mark missing information for clarification.” Separate source facts from desired output. A confident source document may still be wrong, so a person approves inputs. Use anonymised examples and only necessary data for testing.

02Tasks 1–5: content and marketing

1. Identify unanswered customer questions. 2. Outline an explanatory article. 3. Draft a factual post. 4. Suggest headlines without new promises. 5. Flag jargon and explain it. Worked pair: the source says “delivery by agreement”. An acceptable customer line is “We will check delivery to your address”. “Free delivery today” invents conditions. The review asks whether the draft added facts absent from the approved source.

03Tasks 6–10: enquiry assistance

Prompt

6. Summarise a conversation. 7. Extract service and preferred time. 8. Draft a knowledge-based reply. 9. List clarification questions. 10. Suggest a topic for staff review. Keep consequential decisions with an authorised process. Input: “Need a kitchen measurement in the evening; not sure about budget.” Valid extraction keeps service, measurement, evening and unknown budget. It must not invent a date or book the visit. Topic classification is not automatic grounds to reject a customer.

04Tasks 11–15: team work

1–6

11. Draft an instruction from an approved process. 12. Extract meeting decisions. 13. List tasks with stated owners. 14. Compare documents and show differences. 15. Prepare training questions. Input: “Aziz will check stock. Delivery date after his answer.” Correct: Aziz checks stock; date unknown. Incorrect: Aziz delivers on Friday. A neat table is not a reason to invent missing dates.

05Check a fixed set and the full cost

Test normal, incomplete, contradictory and mixed RU/UZ examples against approved facts or acceptable outputs. Record invention, omission and correction time separately. Rerun the same set after changes, including previously successful cases. Count input preparation, generation, review, correction, services and support. Faster writing does not prove lower overall cost. Permission to draft does not authorise sending messages, changing CRM or confirming payment.

06How UZNEO can help

Plan

Mistakes

UZNEO can develop an AI bot or CRM workflow for a selected recurring task. Send sample inputs, an approved source and the expected result. Agree the pilot, review and action limits. The AI benefit guide helps select the task. Consider a template or form before a complex system where sufficient.