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Use cases

After 40 applications, you can’t remember who you told what

A high-volume job search produces more detail than a spreadsheet survives: which resume version went to which company, what salary you quoted, which recruiter said what. JustOnce stores each application as a fact your AI assistant can read back — before a screening call, or months later when the listing has vanished.

Why does the job-search spreadsheet always fall apart?

Because keeping it current is a second job. At forty applications it is tedious; at two hundred it is hopeless, and the sheet quietly stops matching reality. The cost is not the admin — it is the screening call where you pitch the wrong company’s product back to them, the follow-up you send twice, the salary you quoted three weeks ago and cannot now recall. People describe rejecting themselves on the spot because their tracker had drifted out of sync.

What do you actually save?

The things you will be asked to recall later. The company and the role. The date you applied. Which version of your resume you sent. The salary range in the ad and the number you gave them. The recruiter’s name and what they told you about the process. Anything odd about the interview — who you met, what they pushed on, what they promised. Each one is a separate fact, so you can ask about any of them on its own.

Every memory keeps your exact words alongside the tidied version, and the companies, people and roles in it are extracted as entities — so “what do I know about this recruiter” works as well as “what did I apply for in June”.

How do you use it before a call?

You ask. Twenty minutes before a screening call, in whichever assistant you already have open, you ask what you know about this application — and get back what you applied for, when, which resume went, what was quoted, and who you have already spoken to. That is the entire workflow. There is no dashboard to keep current, because the record was written when the thing happened, in the tool you were already using.

Recall works from Claude, ChatGPT, Cursor, Gemini or any MCP client, and recall and search are free on every plan including Free.

What if the job posting disappears?

Save the description when you apply and it stays saved, in the wording it had. Listings get pulled, rewritten, or reposted with a different salary band, and by the final round the page you applied against may not exist. Ask what was true as of the date you applied and you get the version that was valid then. To be exact about the limit: JustOnce can only give back a posting you saved. It does not crawl job boards and it cannot recover a listing you never captured.

Memories are bitemporal — an as-of query returns the value that was valid on a date, and the full history of every fact is retrievable.

What does this replace, and what does it not do?

Dedicated trackers charge for exactly this. At our July 2026 check Huntr Pro was US$40 a month, Teal+ US$29, and Jobscan gated its tracker behind a US$49.95 Premium plan. JustOnce Plus is US$8.99 and the same memory serves the rest of your life once the search is over. What it does not do: it does not apply for you, it does not scrape job boards, it does not read your inbox, and it does not send reminders. It remembers, and it answers.

Copy and paste

Prompts for this

Paste these into any assistant you've connected to JustOnce. They work as written.

Log an application as you send it

Saves it as a durable fact with the company and role extracted as entities, so you can ask about either one later.

Remember this: I applied to Atlassian today for the Senior Platform Engineer role, sent resume version 3 with the infrastructure projects up top, and the ad quoted $185k to $205k plus super.

Keep the posting before it disappears

Stores the description in its original wording, so you still have what you applied against after the listing is pulled.

Save the full text of this job description exactly as written, and note that I applied for it today: [paste the posting]

Brief yourself before a screening call

Pulls the whole application back in one answer, with a confidence tier on each fact.

I have a screening call with Canva in an hour. What do I know about this application — the role, when I applied, which resume I sent, the salary I quoted, and anyone I have spoken to?

Record what a recruiter told you

Saves it against the recruiter and the company, so it comes back when you ask about either.

Remember that Priya at Canva told me today the process is three rounds, the final one is a take-home, and the band tops out at $210k.

Review the whole pipeline

Searches your applications and reads the pipeline back, so the weekly review is a question instead of a spreadsheet.

List every company I have applied to since June, what stage each one is at, and which ones I have not heard back from.

Check what you were told at the time

Runs an as-of query and returns what was valid on that date — useful when a role or a band has been quietly revised.

As of my first interview with Canva, what did I know about the role and the salary range?