Write a cover letter using specific examples

“I am excited to apply” is an opening. It is not yet a reason to hire you.

A useful cover-letter exercise starts with a connection: the employer needs a particular kind of work, and you have an example that helps explain what you could contribute. AI can help you explore and edit that connection. It should not invent it.

Check whether a letter belongs here

Follow the application’s instructions. If it requests a letter, meet the stated requirements. If it does not accept one, do not create extra work trying to force an attachment through.

Where a letter is optional, ask whether you have something useful to add: context about a transition, a relevant project worth explaining, or a specific reason for the role. Avoid claiming that every employer reads letters or that a letter guarantees attention.

Find the argument

In the application planner, put an exact role requirement beside an experience. Choose “Find a cover-letter angle” when building the coaching prompt.

Use this sequence:

1. Identify one responsibility in the posting.
2. Choose an actual example related to that responsibility.
3. Explain the connection in plain language.
4. Add a verified company detail only when it strengthens the argument.

Fictional example: a program-coordinator posting asks for explaining procedures clearly. A student volunteer remembers creating a registration checklist for a campus event after repeated questions from attendees. The organizing team used the checklist at its help desk. That example provides material for a paragraph about making instructions easier to use. It does not justify claiming an increase in attendance or reduced processing time without evidence.

Ask for options before a draft

Using only the role requirements and my approved facts below, propose up to three possible cover-letter arguments. For each, show the employer need, my supporting example, and what this adds beyond my résumé. Label gaps. Give fewer arguments if the evidence is insufficient. Do not invent company priorities or personal enthusiasm. Ask me to choose an argument before creating an outline.

Choose the argument you could explain comfortably in a conversation. Then make a simple outline: why this role, one developed example, the connection, and a brief close. Add a second example only if it has a distinct job to do.

Make international experience legible

Explain unfamiliar context briefly. “At a regional logistics company in [country]” may orient a reader when a company name alone does not. Use the organization’s actual description and your actual position.

Do not turn a course project into consulting work, inflate a title, or imply a foreign qualification is a particular U.S. degree without a basis. A transition can be explained honestly without apologizing for where your experience happened.

Edit for specificity and voice

Write from your outline, then ask AI to critique the draft:

Identify sentences that could fit almost any applicant. For each, ask what true detail would make it useful. Suggest concise edits with reasons, keeping my meaning and vocabulary. Check each factual claim against my approved notes. Do not add achievements, deliberate mistakes, exaggerated enthusiasm, or a claim that the text will pass an AI detector.

Read the revision aloud. Remove wording you would not use or cannot explain. Check the employer name, role, dates, and source of any company claim. Harvard’s cover-letter guidance recommends concise, factual letters supported by examples; its guidance is a starting point, while the actual application’s instructions take priority.

Run the substitution check

Replace the company name with a different one in your working draft. If the argument still reads exactly the same, investigate whether the letter contains any role-specific reasoning. This is an editing exercise, not a test that predicts hiring outcomes.

Next, underline each claim about yourself. You should be able to connect it to a real example. Finally, check that the letter and résumé tell the same factual story. Different emphasis is useful; conflicting credentials or outcomes are not.