Use focused prompts naming educator decisions and explicit rules for knowledge sources when prompting AI¶

Strategy · All strategies
Evidence · no claims cited

Description¶

This strategy specifies how to prompt AI during prototyping: name the specific decisions educators need to make, request a small number of concrete options, and require the AI to draw on a defined set of research and curriculum materials. The team found that broad prompts like "What should this dashboard include for literacy educators?" produced long, generic outputs that sounded plausible but were not useful.

Design Implications¶

Context¶

Requirements¶

Clear prompts, focused questions, and explicit rules for what knowledge shapes outputs, derived from trusted sources

Constraints¶

Target Learners¶

Education R&D teams prototyping tools for educators

Target Learning Goals¶

Producing targeted, useful AI outputs for prototype design

Maintain shared logs of decisions, feedback, and AI inputs to make design decisions visible

Examples¶

Key Sources¶

McGurl, C. & Maisscotte, B. (2026). ATS Field Note: Using AI in Prototyping. In ATS Hub Field Note Series. https://doi.org/10.51388/20.500.12265/298

Page metadata

Field	Value
`type`	`strategy`
`id`	`focused-prompts-explicit-rules-for-ai-outputs`
`title`	`Use focused prompts naming educator decisions and explicit rules for knowledge sources when prompting AI`
`description`	`This strategy specifies how to prompt AI during prototyping: name the specific decisions educators need to make, request a small number of concrete options, and require the AI to draw on a defined set of research and...`
`status`	`review`
`generated`	by `process:wiki-ingest` on `2026-10-09`
`trust`	unverified — no one has confirmed this page's content
`sources`	1 — `mcgurl-2026`

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