How it compares

One ranked list, and help with what comes after it.

Postings from employers' own job boards and public lists, each scored for you. The resume, the note to a person and the answers sit in the same place.

Two students work side by side at an outdoor table, one writing notes, laptops open.

How it compares to the way you search now

Free. No card, no premium tier, no ads.

As of October 2026
Coffee To CareerJob boards aloneA spreadsheet or NotionAn AI chatbotYour career center
Postings from many employers, in one listYesYes, on each siteNo, you add each onePartly: it can search when you askIts own job portal
Each posting scored for fit, with the reasonYes, 0 to 100Partly: ranked or matched for youNoPartly: for postings you paste in or ask it to findPartly: an adviser, at an appointment
A resume copy for each postingYes, you accept each changePartly: on some sites or paid plansNoYes, if you paste both in. Check it for made-up factsA resume review by staff
Answers lined up for the application formYes, the ones your saved answers cover, on Greenhouse and Lever forms. You paste them and sendOn the site's own apply formNoYes, if you paste the questions inPartly: an adviser can go over them with you
A note to someone at the companyYes, for the person you save for a postingPartly: messaging on the siteNoYes, if you tell it who and whyPartly: links you with employers and alumni
Follow-ups waiting when they're dueYes, 7 business days after you mark an application sentPartly: they track what you applied to on that siteOnly the dates you type inOnly what you tell itNo
Practice for an interviewYes, a prep room with practice questions and a coach for written answersPartly: Indeed has AI mock interviews aNoYes, if you ask itYes, mock interviews with staff
A person to talk toNo, the help here is AIPartly: you can message employers, and on Handshake, alumni and career staff bNoNoYes

As of October 2026

  • Postings from many employers, in one list

    Coffee To CareerYes
    • Job boards aloneYes, on each site
    • A spreadsheet or NotionNo, you add each one
    • An AI chatbotPartly: it can search when you ask
    • Your career centerIts own job portal

  • Each posting scored for fit, with the reason

    Coffee To CareerYes, 0 to 100
    • Job boards alonePartly: ranked or matched for you
    • A spreadsheet or NotionNo
    • An AI chatbotPartly: for postings you paste in or ask it to find
    • Your career centerPartly: an adviser, at an appointment

  • A resume copy for each posting

    Coffee To CareerYes, you accept each change
    • Job boards alonePartly: on some sites or paid plans
    • A spreadsheet or NotionNo
    • An AI chatbotYes, if you paste both in. Check it for made-up facts
    • Your career centerA resume review by staff

  • Answers lined up for the application form

    Coffee To CareerYes, the ones your saved answers cover, on Greenhouse and Lever forms. You paste them and send
    • Job boards aloneOn the site's own apply form
    • A spreadsheet or NotionNo
    • An AI chatbotYes, if you paste the questions in
    • Your career centerPartly: an adviser can go over them with you

  • A note to someone at the company

    Coffee To CareerYes, for the person you save for a posting
    • Job boards alonePartly: messaging on the site
    • A spreadsheet or NotionNo
    • An AI chatbotYes, if you tell it who and why
    • Your career centerPartly: links you with employers and alumni

  • Follow-ups waiting when they're due

    Coffee To CareerYes, 7 business days after you mark an application sent
    • Job boards alonePartly: they track what you applied to on that site
    • A spreadsheet or NotionOnly the dates you type in
    • An AI chatbotOnly what you tell it
    • Your career centerNo

  • Practice for an interview

    Coffee To CareerYes, a prep room with practice questions and a coach for written answers
    • Job boards alonePartly: Indeed has AI mock interviews a
    • A spreadsheet or NotionNo
    • An AI chatbotYes, if you ask it
    • Your career centerYes, mock interviews with staff

  • A person to talk to

    Coffee To CareerNo, the help here is AI
    • Job boards alonePartly: you can message employers, and on Handshake, alumni and career staff b
    • A spreadsheet or NotionNo
    • An AI chatbotNo
    • Your career centerYes

a. Indeed, How does Indeed work. b. Handshake help center. Read October 2026.

Fair questions

"I already use LinkedIn and Handshake."

Keep using them. Some jobs you'll only see on Handshake, and Coffee To Career can't read it. What you get here is postings from employers' own job boards and public internship lists, each one scored for how well it fits you. A Handshake posting you add by hand sits in the same list.

"I can track it all in a spreadsheet."

You can, and it works if you keep it up. The catch is that you type every posting, every date and every follow-up yourself. Here, tapping I want to apply puts the job on your list with its steps, and once you confirm you sent it, the follow-up shows up 7 business days later.

"I'll just ask ChatGPT to write my cover letter."

It'll write one, and it might be good, especially if you've given it your resume before. You still have to check every name and number it adds. Here the draft starts from the posting and the resume you've saved, and any name or number the check can't find on your resume or profile gets flagged. It misses some, so read it before you send it.

"My career center already does this."

It does things we can't. A real person reads your resume and runs a mock interview with you, so keep booking those. Coffee To Career covers the days in between: the postings list, a resume copy for each posting, and the notes to people at the companies.

"I'll just apply to more jobs."

That works for some people. Each application still takes real time, though. Your Today page shows up to 25 postings with a fit of 60 or more, best first, and each job you pick comes with a list of steps to work through before you apply.

"An autofill extension already fills in my applications."

Those save typing, and if speed is what you're after, they're good at it. Coffee To Career never types into an employer's form. For Greenhouse and Lever forms it lines up the answers you've saved and lists the questions only you can answer. You paste them in, check them and send it yourself.

Next to the sites you already use

As of October 2026
Coffee To CareerHandshake 1LinkedIn 2Indeed 3
Postings from employers' own job boards and public internship lists, in one listYesJobs employers post there, plus some importedYes: posted there, or pulled from employers' hiring systems and career sitesYes: posted there, or pulled from employers' sites
A fit score from 0 to 100 for each posting, with the reasonYesRanks jobs for you; a fit chat on some jobsSkills matching, being rolled out; fuller fit insights on the Premium planJob matches, and a Match overview of your qualifications in your job search results
A resume tailored to one postingYes, you accept each changeAI resume edits for a role you name, at some schoolsTailors a resume to a job on the Premium planTailored versions for select roles
Help filling in an application formYes, your saved answers lined up for Greenhouse and Lever forms; you paste them and sendIts own apply form; other forms open on the employer's sitePre-fills saved answers on applications through LinkedInIts own apply form; other jobs open the employer's site
A coffee chat note drafted to the person you saved for a postingYes, you send it yourselfMessage the poster or alumni from a postingMessage drafting help on the Premium planDrafts messages to employers

As of October 2026

  • Postings from employers' own job boards and public internship lists, in one list

    Coffee To CareerYes
    • HandshakeJobs employers post there, plus some imported
    • LinkedInYes: posted there, or pulled from employers' hiring systems and career sites
    • IndeedYes: posted there, or pulled from employers' sites

  • A fit score from 0 to 100 for each posting, with the reason

    Coffee To CareerYes
    • HandshakeRanks jobs for you; a fit chat on some jobs
    • LinkedInSkills matching, being rolled out; fuller fit insights on the Premium plan
    • IndeedJob matches, and a Match overview of your qualifications in your job search results

  • A resume tailored to one posting

    Coffee To CareerYes, you accept each change
    • HandshakeAI resume edits for a role you name, at some schools
    • LinkedInTailors a resume to a job on the Premium plan
    • IndeedTailored versions for select roles

  • Help filling in an application form

    Coffee To CareerYes, your saved answers lined up for Greenhouse and Lever forms; you paste them and send
    • HandshakeIts own apply form; other forms open on the employer's site
    • LinkedInPre-fills saved answers on applications through LinkedIn
    • IndeedIts own apply form; other jobs open the employer's site

  • A coffee chat note drafted to the person you saved for a posting

    Coffee To CareerYes, you send it yourself
    • HandshakeMessage the poster or alumni from a posting
    • LinkedInMessage drafting help on the Premium plan
    • IndeedDrafts messages to employers

1. Handshake help center and joinhandshake.com. 2. LinkedIn Help and premium.linkedin.com. 3. Indeed help center and Indeed's Career Scout pages. All read October 2, 2026. These sites change often, so check each one yourself. Names are their owners' trademarks; we're not connected to any of them.

See every source

Handshake

LinkedIn

Indeed

Found a posting on Handshake? Add it here by hand and keep it with the rest of your search.

What stays true

A hand holds a phone showing the Coffee To Career Today screen with sample data, a warm room blurred behind.

Ranked for you

Each posting gets a fit score from 0 to 100 and a line on why it fits or doesn't.

A man types on a laptop at a white desk, the Coffee To Career apply page on screen with sample data.

You send everything

Nothing goes out in your name unless you send it yourself.

A young woman reads a book at a cafe table by a large window, a paper cup beside her.

It stays off LinkedIn and Handshake

It never reads LinkedIn, Handshake or Indeed, and it never sends a LinkedIn message for you.

For career centers

It sits next to your job board

It's in a private pilot at Florida State University, and it opens to FSU students first. We don't have outcome numbers to share yet.

No application or message goes out in a student's name unless the student sends it. There's no reporting for colleges.

The AI features run on Google's Gemini, so a student's resume and answers go to Google when they use one.

Read the privacy page

Where it stands

For career centers, deans and advisors.

Coffee To Career is in a private pilot at Florida State University, free for the students in it. Invites open to FSU students soon.

Request an invite