A careful AI workflow for drafting, summarizing, brainstorming

Label: Guide. This is analysis, not a product test. We did not test any AI tool for this piece. It makes no claims about how well any tool performs. It is built on one source: the AI guidance page from NC State Extension's marketing team. That page is written for Extension staff at one university. It is not universal advice, and we have not independently verified it.

What the guidance says

The page frames AI as "a tool to augment your expertise and ingenuity, not replace them." It names accuracy, bias, privacy and ethical use as concerns. It also says AI tools "should never be treated as primary or authoritative sources."

On getting better output, the page says a good prompt is the key. It suggests treating a chatbot like an extremely capable virtual assistant. It notes that some chatbot apps let users add instructions up front, so the tool has context for more targeted answers. It says being thoughtful and thorough can make a significant difference to how relevant the output is.

On risk, it says to avoid sharing sensitive personal or organizational information when setting up a chatbot. Its examples are confidential data, personal identifiers, financial details and passwords.

On images, it says AI tools need clear instructions and careful review, and that they can struggle to render text and logos accurately.

Analysis: a workflow for drafting

The steps below are our reading of that guidance. They are not quotes from it, and the page does not lay them out this way.

1. Give context first. Say who the reader is, what the piece is for and what tone you want. The page ties better output to better prompts.
2. Leave the private stuff out. Do not paste in passwords, financial details, personal identifiers or confidential material. If you would not post it publicly, think twice.
3. Treat the result as a first draft. The page says AI is not an authoritative source. So every name, number and claim in the draft is unconfirmed until you confirm it.
4. Edit as the expert. The point of the "augment, not replace" line is that your knowledge stays in charge. Rewrite what sounds off. Cut what you cannot back up.

Analysis: a workflow for summarizing

The page does not address summarizing directly. So this section is our extension of its general rules, not something the page says.

• Only paste in text you are allowed to share and that holds nothing sensitive.
• Ask for a summary, then compare it with the original yourself. The guidance says AI is not authoritative, so the original stays the reference.
• Do not quote or cite the summary as if it were the source. Go back to the source text.

We make no claim here about how accurate any tool's summaries are. We did not test that.

Analysis: a workflow for brainstorming

Brainstorming fits the guidance's "assistant" framing most easily, because the output is raw material, not a finished claim.

• Describe your audience and constraints, then ask for a spread of ideas.
• Pick the ones that fit your knowledge and goals. That is the judgment the page says should stay with you.
• Before an idea becomes a public claim, check it against real sources.

The disclosure question

The page says broad consensus on whether and how to cite AI in creative work is still evolving. NC State advises disclosing AI use in certain situations. It says citation is typically unnecessary for basic help such as grammar checking, rewording, formatting or spell-check. Where AI use should be acknowledged, it describes two routes: a formal citation style, or a plain public-friendly disclosure. It says the best choice depends on context and audience.

The page also includes example wording and checklists. Those were not part of the material we reviewed, so we do not describe them. If you work in a setting with its own rules, such as a school, employer or client contract, follow those first.

Takeaway

The guidance boils down to a loop. Give the tool context. Keep private data out. Treat what comes back as a draft. Check it yourself. Decide whether your audience should be told. None of that needs a special product. It needs you to stay the person responsible for what gets published.

Sources

AI Guidance and Best Practices - Marketing · Published 2023-10-09 09:05:59 UTC.

This article was drafted with AI and published under the site’s editorial settings.