Interactive demo // invented listings, real output

Job Hunter

Automating the parts that suck, while doing what I love. There are things about job hunting I hate: looking through job offers ad nauseam, evaluating myself against every role, and adjusting each CV by hand. So I built something that does those 3. The cover letter, the interview and the test task stay mine. This is a replay of it on 12 made-up listings.

1. Search
2. Evaluate
3. Adjust the CV

Listings pulled in: 1,735
Past the rules and scored: 234
Worth a CV: 15

1 Search: would this title get through?

The first cut is plain rules, no AI. Type any job title.

Job title

Try:

2 Evaluate: how good is good enough?

Each listing that survives gets a score out of 100. The bar depends on where the job is. Drag one.

Remote 70

In my city 65

Hybrid in Warsaw 85

What happened to all 12

12 in 8 past the rules 2 get a CV

– Senior Backend Engineer Orbit Stack · Worldwide · Remote

Rule: Not a writing or content role.

The listing: We are hiring a senior backend engineer to build our Go services and data pipelines. 6+ years of backend experience required.
5 Content Writer (German-speaking) Alpen Travel · Poland · Remote

Claude's verdict: Requires native-level German, which the candidate doesn't speak; travel content also off-domain.

The listing: Write travel content for our DACH audience. Native-level German is essential.
– Marketing Intern Fresh Basket · Szczecin · On-site

Rule: Not a target role: internships are out.

The listing: A 3-month paid internship in our marketing team. Help with newsletters and social posts.
– Copywriter Studio Wawel · Kraków, Stare Miasto · On-site

Rule: On-site in Kraków. Only remote, my own city or hybrid Warsaw get through.

The listing: Agency copywriter for retail and FMCG clients. Work from our Kraków office 5 days a week. Campaign concepts, slogans, scripts. (8 000–10 000 zł brutto / mies.)
– Content Marketing Manager Ledgerly · USA · Remote

Rule: Remote, but only for people in the USA.

The listing: Own the content calendar for our accounting software. Must be authorised to work in the United States. (90000–110000 USD /yearly)
96 UX Writer Monetka · Anywhere in Poland · Remote

Claude's verdict: Fintech mobile banking UX writing, voice and tone guide, Figma, fully remote in Poland, strong salary.

The listing: We build a mobile banking app used by 2 million people. You will own in-app copy across onboarding, payments and error states, maintain our voice and tone guide, and work in Figma with product designers and researchers. Requirements: 4+ years of UX writing for a digital product, experience in fintech or another regulated industry, fluent Polish and English, comfortable with Figma. Nice to have: experience with accessibility guidelines (WCAG) and with content testing. Fully remote within Poland. (13 000–17 000 zł brutto / mies.)
80 Senior Content Writer, B2B SaaS Helpwise Cloud · Europe · Remote

Claude's verdict: Senior B2B SaaS content in customer-support software, same domain as Lumen Desk; remote Europe works.

The listing: We make customer-support software for mid-size companies. You will write long-form articles, comparison pages and customer stories, own SEO briefs end to end, and interview customers and our product team. Requirements: 5+ years of B2B SaaS content, strong SEO fundamentals, fluent written English, a portfolio of long-form work. Nice to have: experience with HubSpot, a working knowledge of product analytics, and video scripting. Remote anywhere in Europe, 4 hours of overlap with CET. (4000–5200 EUR /monthly)
10 Social Media Specialist Modna Szafa · Warszawa, Mokotów · Hybrid

Claude's verdict: Fashion social media with on-camera content, hybrid in Warsaw; poor function and location fit.

The listing: Run Instagram and TikTok for a fashion retailer. Daily on-camera content, influencer coordination, 3 days a week in our Warsaw office.
38 Communications Specialist Harbourline Logistics · Szczecin, Zachodniopomorskie, Poland · On-site

Claude's verdict: Corporate comms is a partial fit and in Szczecin, but on-site logistics is off-industry and not core writing.

The listing: Internal and external communications for a port logistics operator: intranet news, press releases, the quarterly staff magazine and website updates. Fluent Polish and English. On-site in Szczecin.
6 Content Editor Maison Lumière · Anywhere in Poland · Remote

Claude's verdict: Fluent French is required, which the candidate doesn't speak; home-decor e-commerce is a weak fit.

The listing: Edit and localise product content for our home-decor shop. You will work mostly with our Paris team, so fluent French is required. Remote within Poland.
12 Community Manager Pixel Forge Games · Anywhere in the World · Remote

Claude's verdict: Pacific Time 9-5 hours make it impractical from Poland, and it requires gaming moderation experience he lacks.

The listing: Run our Discord and social channels for an indie game studio. You must be online 9am to 5pm Pacific Time, Monday to Friday, to cover our live events. Experience moderating large gaming communities required.
10 Junior Copywriter Sklepio · Remote · Remote

Claude's verdict: Entry-level, up to 1 year experience; far below 9 years' seniority, and the pay is low.

The listing: Entry-level role writing product descriptions for our e-commerce platform. Up to 1 year of experience. We will train you. (4500–5500 PLN uop)

3 Adjust the CV: same facts, different emphasis

Sam Nowak Invented candidate: 9 years as a content and UX writer in software companies, based in Szczecin.

UX Writer, Kestrel Pay (payments app), 2022 – 2026
Content Writer, Lumen Desk (B2B SaaS), 2019 – 2022
Junior Copywriter, Brightloop (e-commerce agency), 2017 – 2019

Two listings cleared the bar. Sam's history is identical in both CVs. What changes is what leads.

For: UX Writer, Monetka 96

UX Writer — Fintech & Mobile Payments

UX writer with 9 years of writing inside software companies, most recently 2022 to 2026 on a payments app at Kestrel Pay. Wrote and maintained all of its in-app copy, covering onboarding, error states and push notifications, and kept the product's voice and tone guide. Works in Figma alongside product designers and rewrote the identity-verification flow with the design team. Earlier work in help-centre documentation and B2B content built the habit of interviewing engineers and turning the answers into plain English.

Skills, in the order the CV lists them

UX writing & microcopy
In-app copy for a payments app
Onboarding copy
Error states
Voice and tone guides
Figma
Fintech
Push notifications

First bullet under each job

Kestrel Pay: Wrote and maintained all in-app copy for a fintech mobile payments app, including onboarding, error states and push notifications.
Lumen Desk: Wrote 60+ help-centre articles for B2B customer-support software.
Brightloop: Wrote product descriptions, newsletters and landing pages for online shops at an e-commerce agency.

What it told Sam, not the employer

Strong shot: Kestrel Pay covers almost every line of the listing (in-app copy for onboarding, payments and error states, the voice and tone guide, Figma, fintech), but the profile has no WCAG, content testing or researcher collaboration, no portfolio links to show, and the 2022–2026 stint only just meets the 4+ years of UX writing.

All 6 gaps it flagged

No accessibility (WCAG) experience in the profile (nice to have)
No content testing experience in the profile (nice to have)
No stated work with researchers; the profile only mentions product designers
UX writing tenure is 2022–2026, which sits right at the 4+ year minimum; the earlier 5 years were content writing and copywriting
Fintech experience is in payments, not banking specifically, and the profile gives no user-scale figure to set against 2 million users
No portfolio links in the profile, so the CV carries no selected work samples

For: Senior Content Writer, B2B SaaS, Helpwise Cloud 80

Senior Content Writer — B2B SaaS, Customer-Support Software

Content and UX writer with 9 years in software companies, 3 of them at Lumen Desk, a B2B SaaS company that makes customer-support software. There: long-form blog posts and comparison pages optimised for search, 60+ help-centre articles, and case studies built on customer interviews. Since 2022, UX Writer at Kestrel Pay, writing all in-app copy for a payments app and its voice and tone guide. Interviews engineers and turns the answers into plain English.

Skills, in the order the CV lists them

B2B SaaS content
Long-form articles
Comparison pages
SEO content
Case studies and customer stories
Customer interviews
Interviewing engineers
Help-centre documentation

First bullet under each job

Kestrel Pay: Wrote and maintained all in-app copy for a payments app: onboarding, error states and push notifications.
Lumen Desk: Wrote long-form blog posts and comparison pages for a B2B SaaS customer-support product, each optimised for SEO.
Brightloop: Wrote product descriptions, newsletters and landing pages for online shops at an e-commerce agency.

What it told Sam, not the employer

Same product category as Lumen Desk and the day-to-day work matches almost line for line, but the profile shows 3 years of B2B SaaS content against the 5+ asked, the last 4 years were UX writing in fintech, and there are no portfolio links to back the long-form claim.

All 9 gaps it flagged

5+ years of B2B SaaS content: the profile shows 3 years (Lumen Desk, 2019 – 2022); Kestrel Pay is a fintech app and UX writing, not B2B content
Portfolio of long-form work: the profile has no portfolio links, so the CV carries no selected work
Owning SEO briefs end to end: the profile says SEO-optimised writing, not brief ownership or keyword research
Interviewing a product team for content: the profile covers customer interviews and interviewing engineers, with no employer attached to the latter
HubSpot (nice to have): not in the profile
Product analytics (nice to have): only Google Analytics 4 and Search Console, which are web analytics
Video scripting (nice to have): not in the profile
No senior title held to date
No recent long-form work: the newest B2B content dates from 2022

The real one

What runs every morning

Every morning it pulls the new listings from job boards.
Rules do the first cut for free: the title has to look like a job I do, and the location has to be remote, my city, or hybrid in Warsaw.
Claude reads what survives and scores each listing against my profile. This is where "fluent German required", buried in the small print, gets caught.
For the few worth applying to, it adjusts my CV: which role leads, which skills come first, which of the listing's own terms truthfully apply.
It can only use facts from a profile file I wrote. It can't invent a tool, a number or a job, and it has to list where I fall short.

// Python, SQLite, Claude Sonnet for scoring, Claude Opus for the CV. Built with Claude Code.

This page

What's made up here

The listings, the companies and Sam Nowak are invented. Any resemblance to a real job is bad luck.
The scores, reasons, CV text and gaps are real output: I ran the actual pipeline on these listings once and saved what came back.
This page calls no AI. The title checker and the sliders run the same rules as the real tool, in your browser.
The real tool is free to download, and runs on Claude Code, Codex, Gemini CLI or a local model.

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