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Returns the letter, not advice on whether to appeal. Runs a 5-step drafting pipeline, so it is the most expensive tool here and the slowest, typically 30 to 60 seconds."},{"id":"rec","name":"Letter of recommendation","tags":["counselorai","counselorai.write","handles-sensitive-content"],"description":"Draft a letter of recommendation from counselor notes. Call this to WRITE a letter. To critique one that already exists, call letterlens instead, which is much cheaper. Runs the same 5-step pipeline as appeal."},{"id":"letterlens","name":"Review a letter","tags":["counselorai","counselorai.write","handles-sensitive-content"],"description":"Analyze a finished recommendation letter and return specific fixes: what is vague, what is asserted without evidence, what reads as generated. Read-only and far cheaper than drafting. Use it to critique a draft, not to rewrite one, and use revision to apply the fixes."},{"id":"awardlens","name":"Read an award letter","tags":["counselorai","counselorai.write","handles-sensitive-content"],"description":"Break down one to three financial aid award letters: what is grant, what is loan, what is work-study that has to be earned, what the supported net price is, and what renewal conditions are buried in the language. Identifies missing facts and questions for the aid office. With more than one letter it compares them side by side. Read-only."},{"id":"fafsa","name":"FAFSA checklist","tags":["counselorai","counselorai.write","handles-sensitive-content"],"description":"Produce a FAFSA action checklist for one student, keyed to their grade, dependency status and income band. Answers the process question a family actually has: what do we do, in what order, by when. Does not compute an award."},{"id":"aid","name":"Aid estimate explainer","tags":["counselorai","counselorai.write","handles-sensitive-content"],"description":"Explain what a family is likely to see across a list of schools and why, in plain language. An explanation for a counselor to walk a family through, never an official determination, and the output says so."},{"id":"scholarship","name":"Scholarship matching","tags":["counselorai","counselorai.write","handles-sensitive-content"],"description":"Surface scholarships worth this student's time and the angle their application should take for each. Runs a live web search, so it is slower and costs more than the other analysis tools, and the output carries a verification warning because scholarship programs change year to year. Treat the result as a research starting point."},{"id":"profile","name":"Student profile summary","tags":["counselorai","counselorai.write","handles-sensitive-content"],"description":"Turn raw counselor notes into a structured student profile. Run this first when working one student across several tools: it is cheap, and its output is good input for the relationship, traits and story fields on rec, or keyDetails on appeal."},{"id":"revision","name":"Revise a draft","tags":["counselorai","counselorai.write","handles-sensitive-content"],"description":"Apply one instruction to an existing letter and return the revised text. Pair it with letterlens: review to find the problems, revise to fix them. Changes only what the instruction asks for."},{"id":"translate","name":"Translate for families","tags":["counselorai","counselorai.write","handles-sensitive-content"],"description":"Translate counselor-facing output into a family's language, holding the financial aid terms in English on purpose. 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