Job Search Workspace: Job Discovery, Packages Board, A/B Compare, and Interview Prep

Spreadsheets lose versions. Autofill tools race volume. A real job search workspace finds roles, scores fit, tracks packages on a Board, compares two tailored CVs, and preps interviews from the package you actually submitted.

If your search still lives in a Google Sheet, you already know the failure mode. Statuses go stale. Follow-ups slip. You cannot remember which CV went to which company. And when two tailored versions of the same role both look “fine,” you guess.

CVWiser’s answer is one workspace around the application package: a job-specific CV + cover letter built from your master profile, with match score, tracking, and prep attached to that same record. This post covers the four core pieces that close that loop: job discovery, Packages Board, package A/B compare, and interview prep grounded in the package CV.

Honesty rule first: package generate cannot add employers, titles, dates, education, or new skill names that are not already in your profile. Review Trust Diff before you export.

Why spreadsheet trackers fail once you start tailoring

A sheet is great until you tailor. Then every row needs:

• The exact job description you applied against
• The CV version you sent
• The cover letter version you sent
• Match notes or score
• Status and follow-up date

Miss any of those and outcomes become noise. You learn nothing from “ghosted” vs “interview” because you do not know what document actually left your laptop.

That is why CVWiser tracks packages, not naked job titles. Status lives on the package. So does the CV, the letter, and the score. For the broader “stop inventing and stop drifting” thesis, see what CVWiser is really fighting. For volume vs quality, see how many jobs you should actually apply to.

Job discovery: browse roles and preview match before you spend a credit

Most people still start with LinkedIn tabs and copy-paste. That works until you burn packages on weak fits.

Job discovery inside CVWiser loads a live feed (remote and on-site), lets you filter, and shows a match preview against your profile before you create a package. Apply links stay on the source site. Browsing does not send your CV to job boards.

Use it as a filter:

1. Search and open a role.
2. Read match preview (and eligibility heads-up when your profile is set up).
3. Create a package only when the fit is worth a credit.

Prefer LinkedIn or a career page you already have open? Use the Chrome extension capture flow instead. Same destination: package editor with the posting attached.

Open Jobs when you want discovery inside the product. Open Extension when you want capture from the tab.

Packages Board: status without the spreadsheet

Once packages exist, you need pipeline visibility. List filters help. A Board helps when you think in stages.

On Packages you can switch to Board and drag roles between statuses (for example Applied, Interviewing, Ghosted). Follow-up dates stay on the package. Bulk mark Ghosted when a week of silence is enough evidence.

This is the same problem people chase with “job search kanban” and “application tracker board” searches. The difference is the card is not a bookmark. It is the tailored package you can reopen, export, compare, and prep from.

Package A/B compare: pick the stronger tailored version

High-intent applicants often generate two packages for related roles, or two angles for one company. Staring at two PDFs in separate tabs is how you miss a better summary or a sharper skill order.

Package A/B compare lets you select exactly two packages and see them side by side: job title, company, match, status, and CV highlights. Quiet chips flag summary, bullet, or skills differences. There is no auto-merged “best of both” CV and no Git history cosplay. You choose, then open or export the winner.

Trust Diff still compares a package to your profile. A/B compare compares package to package. Different jobs.

When to use it:

• Two packages for similar roles and you only want to apply once today
• A stronger match score that does not feel stronger in the prose
• Checking whether a rewrite actually changed what matters

Start from Packages: select two cards, then Compare.

Interview prep grounded in the package CV

Generic interview question banks ignore the document you submitted. That creates a new failure mode: you prep stories that are not on the CV the interviewer is holding.

On Pro, interview prep for a tracked application generates questions and suggested answers grounded in that package CV, studied by round (screening, technical, role, culture). The point is defense of the narrative you already exported, not a fresh invented bio.

Pair this with interview defense for AI resumes and resume bullets that survive interviews. If the package is honest, prep should be honest too.

The full loop (so Google queries map to one workflow)

Here is how the pieces fit for someone searching “application tracker with ATS match,” “compare two resumes,” or “interview prep from resume”:

1. Discover or capture a role (Jobs or extension).
2. Preview match before you spend a credit.
3. Generate a package from your master profile (no invented employers or skills).
4. Review Trust Diff and CV/letter consistency, then export.
5. Track on Packages List or Board.
6. Compare two packages when you need a clear winner.
7. Prep interviews from the package CV on Pro.

That is a workspace, not a pile of tabs.

Frequently Asked Questions

Is job discovery free?

Browsing and match preview are available on Free. Creating packages uses your normal Free, PAYG, or Pro package quota. See pricing.

Does A/B compare merge my CVs?

No. Side by side only. You pick which package to keep using.

Is the Board the same as a job bookmark extension?

No. Board cards are application packages with CV, letter, status, and follow-up. Bookmark tools save links. Different job.

Will interview prep invent experience?

Prep is grounded in the package CV. Package generate still cannot invent employers, titles, dates, education, or new skill names. Review Trust Diff and your answers before the call.

What to do next

1. Finish your master profile.
2. Browse Jobs or install the Chrome extension.
3. Create a package, then track it on Packages Board.
4. When you have two strong packages, run A/B compare.
5. On Pro, open interview prep for the role that moves.

Start free in the package editor, or review plans on Pricing.