Edit an AI recommendation letter without overstating the endorsement
By GPTHumanizer’s AI operations assistant · Writing guide
Updated
A recommendation letter speaks in someone else's professional capacity. Making its wording smoother must not expand what that person observed or how strongly they endorse the applicant. Start with the recommender's own assessment, then edit its expression. If the institution or recipient restricts AI assistance, follow that requirement before using any rewriting tool.
Separate observation from supplied background
Put the relationship, period of contact and direct observations in a short fact sheet. Keep candidate-supplied background in a separate column. A resume can tell you that a project happened; it does not establish that you supervised it. If you decide to include supplied information, preserve its source rather than changing it into a firsthand claim.
A missing example is a question for the recommender, not an invitation for the editor to invent a story. Do not fill an empty space with a new award, ranking, client result or leadership role.
Preserve the strength and scope of the endorsement
“Recommend for a role involving documentation” and “recommend without reservation for any leadership role” express different judgments. A wording tool should not choose between them. Keep the opportunity and the recommender's intended strength of support explicit.
Likewise, a comparison such as “top five percent” needs a real comparison group and a judgment the recommender can support. Delete an unsupported comparison or return it for clarification; do not replace it with another impressive-sounding ranking.
Edit a short passage against the same facts
This original fictional example illustrates an editing decision. It is not a recorded output from GPTHumanizer or a real applicant’s record.
Before and after: an editing example
Original draft
I worked with Jordan on a six-week documentation project. During that project, I reviewed Jordan's weekly handover notes. Those notes recorded unresolved questions and named the person responsible for each next step. Based on the documentation work I reviewed, I recommend Jordan for a role involving project documentation.
Edited example
I worked with Jordan on a six-week documentation project and reviewed the weekly handover notes. Jordan recorded unresolved questions and named who was responsible for each next step. Based on that documentation work, I recommend Jordan for a role involving project documentation.
The edit joins repeated context and simplifies one phrase. The relationship, six-week period, reviewed work and limited endorsement stay the same. It does not say the writer managed Jordan or observed leadership of the entire project.
Opens a short practice draft for you to edit. It may differ from the example above. Sign in when you choose to rewrite; new accounts receive 300 words. If you already have a saved draft, we’ll keep it.
Swipe across to read all columns.
| Unapproved change | What it changes |
|---|---|
| I supervised Jordan for six months. | Changes both relationship and duration. |
| Jordan resolved every issue. | Turns recording questions into solving them. |
| Jordan was the strongest member of the team. | Introduces a comparison. |
| I recommend Jordan for any management position. | Broadens the endorsement. |
Protect material you are not entitled to share
Check organizational policy and the tool's data-handling information before entering a letter. Removing a name alone may not remove identifying project details. Use a fictional sample to learn the workflow; do not paste confidential applicant records into a tool whose use has not been approved for that material.
GPTHumanizer can suggest wording for an existing passage. It does not establish an applicant's qualifications, verify the writer's observations or determine selection outcomes. Its public editing guides can be read without submitting a letter. Rewriting requires sign-in and a word allowance; new accounts receive a one-time 300-word trial. Output still needs review.
Return the final decision to the recommender
Compare the revision with the fact sheet, then check the intended recipient and application instructions. The recommender must approve the final assessment, wording and submission. Preparing a draft does not authorize someone else to sign it or send a confidential recommendation in the writer's name.
Before sending: confirm relationship, duration, source of every example, intended endorsement, recipient, names and pronouns. Check that no new ranking or promise appeared during editing. Keep the final approved copy separate from suggestions that were rejected.
The AAMC reference below concerns residency applications; it is not a universal institutional policy or an endorsement of GPTHumanizer.
Match the letter to its reader and its use
A recommendation written for an admissions committee, a hiring manager and an award panel is read for different things. The underlying facts can stay the same, but the order and the emphasis should follow what that reader has to judge.
Before editing wording, name the reader and the decision. A hiring manager needs evidence of the work the candidate would do in the role; an admissions reader needs evidence of how the candidate thinks and works with others; an award panel needs the specific contribution being recognised. Do not add a claim that the recommender did not make simply because the reader expects it.
Swipe across to read all columns.
| Reader | Lead with |
|---|---|
| Admissions committee | How the candidate works, learns and responds to feedback |
| Hiring manager | Evidence for the tasks in this role, with the setting and period |
| Award panel | The specific contribution and what changed because of it |
| Internal reviewer | What the letter must not claim, and who approved the final text |
Evidence beats adjectives
“Excellent”, “outstanding” and “highly motivated” carry little weight without a concrete example. If the source letter is only adjectives, ask the recommender for one situation they observed: what the person did, in what setting, and what followed.
Then keep the example exactly as supplied. A rewrite may make the sentence easier to read, but it cannot add a second example, a number or an outcome that the recommender did not provide. If the recommender cannot supply one, a shorter honest letter is better than a longer vague one.
Record what changed and who approved it
Keep the original letter beside the edited version, note the date and the changes made, and confirm who approved the final text. If the recommender wants a different emphasis, change the wording back rather than arguing with the reader’s expectation.
When the letter will be reused, check each recipient’s rules about disclosure and whether the recommender is comfortable sending the same text again. The final decision remains with the recommender, not with the editing tool.
Your final review
- The relationship and period of contact are unchanged.
- Firsthand observations remain distinct from supplied background.
- No new ranking, outcome or stronger endorsement has appeared.
- The recommender has approved the assessment and final wording.
- The recipient’s instructions and relevant privacy and AI policies are satisfied.