Case Study · Consumer App
Mentor is a family-life app — bills, insurance, events, tasks and birthdays in one place. We built three AI features into it that do the data entry, surface what's coming up, and answer questions about your own household.
A household-organiser app lives or dies on data entry. Nobody is going to hand-type every bill, every policy renewal, every school event and every birthday — and an app full of empty fields is an app people quietly stop opening.
Mentor needed the boring parts to fill themselves in, and it needed to feel like an assistant that already knows your family — not another form to maintain.
With the user's permission, Mentor scans their inbox for the things a household needs to stay on top of — payment-due notices, policy renewals, subscriptions and receipts, invitations and RSVPs, appointments and booking confirmations, school notices, warranties and registration expiries — and turns them into tracked bills, events and reminders. The data-entry chore largely disappears.
Start typing a provider name and the AI proposes the rest — a typical monthly amount, category and due day for a bill; a typical premium, policy type, deductible and renewal month for insurance. The user confirms or edits instead of researching and typing from scratch.
A chat assistant grounded in the family's own data. It already knows the members, the open tasks and who owns them, the upcoming bills and events, and the active subscriptions — so questions like "what's due this week?" or "who's handling the car rego?" get answered in context, not generically.
Built privacy-first: household data is stored encrypted at rest, and the email scan runs only with the user's explicit Google consent and a strict rate limit.
All three features are shipped in the production app. The figures below are pulled from the live system; usage metrics still being instrumented are clearly marked.
Feature-level engagement metrics are being instrumented and will be published once confirmed: [TBC — emails scanned / items auto-created] · [TBC — assistant queries answered] · [TBC — % of bills added via auto-fill]. We don't publish numbers we can't stand behind.
[TBC — pending founder testimonial]
Ricky · Founder, MentorWe design and ship AI into live apps — not demos. Email scanning, smart auto-fill, grounded assistants, the lot. Tell us the chore you want to kill.
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