# Melete AI agent use cases

Original example workflows for work and life. These are product scenarios, not customer testimonials. Budgets are illustrative and use U.S. dollars (USD).

Melete is based in India.

## Work, by profession

### Teachers & educators

[Melete for teachers](https://melete.si/for/teachers/index.md): Essay feedback drafts and the parent inbox.

- [Make one quiz for three reading levels](https://melete.si/use-cases/leveled-reading-quiz/index.md): Leveled versions of Friday’s quiz that test the same objectives, each with an answer key.
- [Draft feedback on a class set of essays](https://melete.si/use-cases/essay-feedback-drafts/index.md): First-pass comments tied to your rubric, plus a reteaching list for the whole class.
- [Get through a week of parent email](https://melete.si/use-cases/parent-email-backlog/index.md): Draft the routine replies in your voice and set aside the messages that need you.
- [Write sub plans from this week’s lessons](https://melete.si/use-cases/substitute-plans/index.md): A packet for tomorrow’s substitute that picks up where each of your classes left off.

### Legal teams

[Melete for legal teams](https://melete.si/for/legal/index.md): Deadline calendars, production indexes, and redline reviews.

- [Turn engagement letters into a deadline calendar](https://melete.si/use-cases/agreement-deadline-calendar/index.md): Every date and notice period from a stack of agreements, with the clause quoted.
- [Index a document production for review](https://melete.si/use-cases/production-document-index/index.md): A sortable index of a large production, with key terms and likely duplicates flagged.
- [Check a redline against your playbook](https://melete.si/use-cases/redline-playbook-review/index.md): Every change in the counterparty’s markup, compared with your standard and fallback terms.
- [Chase missing documents from new clients](https://melete.si/use-cases/client-intake-documents/index.md): Check intake folders against your checklist and follow up until each file is complete.

### Real estate agents

[Melete for real estate agents](https://melete.si/for/real-estate/index.md): Comps before listings and follow-up after showings.

- [Pull comps for a listing appointment](https://melete.si/use-cases/listing-appointment-comps/index.md): Recent nearby sales compared with the property, and a draft price range with reasoning.
- [Collect showing feedback for the seller](https://melete.si/use-cases/showing-feedback-seller-update/index.md): Ask every buyer’s agent for feedback, follow up once, and draft the seller update.
- [Track every deadline from contract to close](https://melete.si/use-cases/contract-to-close-deadlines/index.md): A deal timeline from the purchase agreement, with daily checks for missing signatures.
- [Follow up with every open house visitor](https://melete.si/use-cases/open-house-follow-up/index.md): Turn sign-in sheets into contacts and a personal note about the house they saw.

### Accountants & bookkeepers

[Melete for accountants and bookkeepers](https://melete.si/for/accountants/index.md): Document chasing and month-end exceptions.

- [Collect missing tax documents from clients](https://melete.si/use-cases/tax-document-collection/index.md): Compare each client folder with last year’s list and remind clients until it is complete.
- [Clear the exceptions in month-end reconciliation](https://melete.si/use-cases/reconciliation-exceptions/index.md): Match statements to transactions and bring you the unmatched items and duplicates.
- [Get W-9s in before 1099 season](https://melete.si/use-cases/contractor-w9-collection/index.md): Total each client’s contractor payments, check for forms on file, and draft requests.
- [Prepare the response to a client’s tax notice](https://melete.si/use-cases/tax-notice-response/index.md): Trace the amounts a notice questions and draft a response with supporting documents.

### Recruiters

[Melete for recruiters](https://melete.si/for/recruiters/index.md): Interview loops, screening, and debrief prep.

- [Schedule final-round loops for six candidates](https://melete.si/use-cases/final-round-interview-loops/index.md): Coordinate panels, time zones, and availability across two weeks of calendars.
- [Screen applicants against your scorecard](https://melete.si/use-cases/applicant-scorecard-screen/index.md): A short summary of every application, with resume evidence for each must-have.
- [Collect interview feedback before the debrief](https://melete.si/use-cases/interview-feedback-debrief/index.md): Remind interviewers in Slack and line up the submitted feedback before the meeting.
- [Research candidates and draft personal outreach](https://melete.si/use-cases/candidate-sourcing-outreach/index.md): Find people through their public work and write notes that show you looked.

### Consultants & agencies

[Melete for consultants and agencies](https://melete.si/for/consultants/index.md): Client status reports and RFP first drafts.

- [Draft the Friday status report for every client](https://melete.si/use-cases/client-status-reports/index.md): Progress, open questions, and budget from your project tools, drafted for each lead.
- [Draft an RFP response from past proposals](https://melete.si/use-cases/rfp-response-draft/index.md): Match each question to your best prior answers and see where nothing fits.
- [Turn stakeholder interviews into a findings memo](https://melete.si/use-cases/stakeholder-interview-findings/index.md): Themes, disagreements, and quotes from 20 interviews, for internal review first.
- [Catch out-of-scope requests before they cost you](https://melete.si/use-cases/out-of-scope-requests/index.md): Compare a month of client requests with the statement of work and draft a change order.

### Small business owners

[Melete for small business owners](https://melete.si/for/small-business/index.md): Supplier invoices, reviews, schedules, and renewals.

- [Check supplier invoices against deliveries](https://melete.si/use-cases/supplier-invoice-check/index.md): Catch price increases, short deliveries, and duplicate bills before you pay.
- [Answer a month of customer reviews](https://melete.si/use-cases/customer-review-replies/index.md): Draft a specific reply to each review and find the problems customers keep raising.
- [Build next week’s staff schedule](https://melete.si/use-cases/staff-schedule-builder/index.md): Fit time-off requests, shift rules, and busy hours into a schedule you approve.
- [Stay ahead of license and insurance renewals](https://melete.si/use-cases/license-insurance-renewals/index.md): One calendar for permits, policies, and subscriptions, with reminders ahead of each date.

### Researchers & academics

[Melete for researchers](https://melete.si/for/researchers/index.md): Literature matrices and reviewer responses.

- [Build a literature matrix from a folder of papers](https://melete.si/use-cases/literature-review-matrix/index.md): Method, sample, and findings for every paper, with a page number behind each entry.
- [Check a grant proposal against the funder’s rules](https://melete.si/use-cases/grant-proposal-requirements/index.md): Find the gaps against the call and plan the remaining work back from the deadline.
- [Code interview transcripts against your codebook](https://melete.si/use-cases/qualitative-codebook-coding/index.md): A first pass of coding with quotes, line references, and a log of every decision.
- [Organize a major revision and reviewer responses](https://melete.si/use-cases/reviewer-comment-tracker/index.md): Every reviewer comment in one table, sorted by effort, with responses drafted.

### Nonprofits

[Melete for nonprofits](https://melete.si/for/nonprofits/index.md): Grant reports and year-end donor letters.

- [Draft the annual grant report from program data](https://melete.si/use-cases/grant-report-program-data/index.md): Compare what you delivered with what you promised and draft each report section.
- [Thank every year-end donor personally](https://melete.si/use-cases/year-end-donor-thanks/index.md): A letter for each gift that says what it funds, with major gifts flagged for a call.
- [Find grants that fit your programs](https://melete.si/use-cases/foundation-grant-prospects/index.md): Research eligible foundations, check what they fund, and rank them by fit and effort.
- [Fill every volunteer shift for the food drive](https://melete.si/use-cases/volunteer-shift-coverage/index.md): Invite past volunteers to shifts that fit their availability and keep the roster current.

### Property managers

[Melete for property managers](https://melete.si/for/property-managers/index.md): Maintenance triage and lease renewals.

- [Triage a week of maintenance requests](https://melete.si/use-cases/maintenance-request-triage/index.md): Rank requests by urgency, group vendor visits, and draft work orders and replies.
- [Stay ahead of lease renewals](https://melete.si/use-cases/lease-renewal-pipeline/index.md): Find leases ending soon, draft renewal offers, and follow up until each tenant decides.
- [Itemize security deposits after move-out](https://melete.si/use-cases/move-out-deposit-statements/index.md): Compare move-in and move-out records and draft an itemized statement for each unit.
- [Prepare monthly reports for every owner](https://melete.si/use-cases/owner-monthly-reports/index.md): Rent, maintenance, and vacancies for each property, with the decisions an owner must make.

## Personal

- [Plan a weekend away](https://melete.si/use-cases/weekend-away/index.md): Dates, a realistic budget, places to stay, and a packing list that fits the forecast.
- [Plan a work trip](https://melete.si/use-cases/work-trip/index.md): Turn a meeting invite into travel options, a hotel shortlist, and a workable schedule.
- [Book dinner for a group](https://melete.si/use-cases/group-dinner/index.md): Find a place that works for everyone, check availability, and prepare the reservation.
- [Plan a dinner party at home](https://melete.si/use-cases/host-at-home/index.md): A menu, groceries, invitations, and a prep schedule built around your guests.
- [Choose an event and book tickets](https://melete.si/use-cases/find-an-event/index.md): Compare tickets, start times, accessibility, and the trip home.
- [Turn the school inbox into a plan](https://melete.si/use-cases/school-inbox/index.md): Pull dates, forms, payments, and things to bring out of a busy message thread.
- [Book an appointment around your calendar](https://melete.si/use-cases/book-an-appointment/index.md): Compare locations and available times around your existing commitments.
- [Prepare a form for submission](https://melete.si/use-cases/forms-and-documents/index.md): Find the missing information, fill in what can be verified, and bring the signature step back to you.
- [Plan the week around your priorities](https://melete.si/use-cases/organize-the-week/index.md): Bring email, calendar, errands, and personal priorities into one daily plan.
- [Compare products before you buy](https://melete.si/use-cases/find-the-right-product/index.md): Compare the details that matter, including dimensions, delivery, and returns.
- [Buy a secondhand item and arrange pickup](https://melete.si/use-cases/secondhand-find/index.md): Compare listings, prepare an offer within your budget, and coordinate pickup.
- [Reorder household essentials](https://melete.si/use-cases/restock-basics/index.md): Build the order, check substitutions, and catch price or delivery changes.
- [Turn your notes into a study guide](https://melete.si/use-cases/study-from-your-notes/index.md): Organize rough notes and recordings into explanations, practice, and a study plan.
- [Work out your next priorities](https://melete.si/use-cases/think-through-a-goal/index.md): A guided conversation that turns scattered thoughts into priorities and next steps.
- [Make steady progress on a long goal](https://melete.si/use-cases/keep-a-goal-moving/index.md): Break a goal into tasks and check in when something changes.
- [Build a portfolio from your work](https://melete.si/use-cases/portfolio-from-your-work/index.md): Turn your projects, public links, and career notes into a coherent portfolio.
- [Research a decision before the meeting](https://melete.si/use-cases/research-a-decision/index.md): Compare options, collect the evidence, and make the unanswered questions visible.
- [Build a small website](https://melete.si/use-cases/make-a-small-website/index.md): Build and test a simple page, then hand over the files for review before publishing.
- [Turn a voice note into next steps](https://melete.si/use-cases/voice-to-action/index.md): Capture a thought, transcribe it, and organize the useful parts into a document.
- [Organize bills and spending](https://melete.si/use-cases/spending-and-bills/index.md): Organize receipts, catch due dates, and prepare a useful spending tracker.
- [Fit healthy routines into your week](https://melete.si/use-cases/make-room-for-wellbeing/index.md): Fit the habits you choose around your calendar, food preferences, and actual week.
- [Watch for a delivery while you are away](https://melete.si/use-cases/check-on-home/index.md): Use the home devices you authorize to check for one specific event and report back.
- [Set your agent’s name and style](https://melete.si/use-cases/make-it-your-agent/index.md): Choose its name, avatar, and working style, then refine them as you use it.
- [Turn saved references into a moodboard](https://melete.si/use-cases/find-your-visual-taste/index.md): Find the patterns in images and links you like, then turn them into an original visual board.