LinkedIn recommendations that say "Sarah is a rockstar who goes above and beyond" are worthless. The ones that work describe a specific situation, a specific behavior, and a specific outcome - and they read like a person wrote them, not a performance review template. Claude can help you get there in 15 minutes.
Give Claude one specific story about the person (a project, a moment, a decision), what skill it demonstrates, and how you want to frame them for their next role. Ask Claude to write a 150–200 word recommendation that leads with the story and builds to the endorsement. Read it out loud - if it doesn't sound like you, have Claude adjust the tone before you submit.
Recruiters and hiring managers read LinkedIn recommendations looking for signal. Generic praise ("hardworking," "great team player," "highly recommended") provides no signal - it could describe anyone. The recommendations that actually influence decisions are the ones that answer: What specific thing did this person do that made a difference? What did I observe that I can personally vouch for?
Claude's job is to structure your specific memories into clear, readable prose. But it can't supply the specifics - you have to bring the story.
Read the recommendation out loud before submitting. Ask yourself: does this sound like something I would actually say? Are there phrases that feel formal or corporate in a way I never speak? Does it feel genuine?
If anything sounds off, tell Claude: "The phrase 'demonstrated exceptional leadership acumen' sounds too corporate for how I write. Rewrite that sentence in a more conversational way." Be specific about what to fix rather than asking it to "make it sound more natural" - that prompt often produces something more generic, not more genuine.
A common situation: someone you worked with asks if you'd write a recommendation, and they offer to "send you some talking points." This is normal - and the talking points they send are actually useful Claude inputs. When you receive them, add your own specific story on top of their self-description. The combination of their framing (what they want to be known for) and your specific corroborating story produces the most convincing result.
Writing a LinkedIn recommendation from scratch typically takes 20–40 minutes for most people - not because it's hard, but because staring at a blank text box trying to be both genuine and coherent is cognitively taxing. With this workflow: 5 minutes to gather your inputs, 2 minutes of generation, 5–10 minutes of editing and reading out loud. Total: 15–20 minutes for a recommendation that's actually going to help the person.