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Two captured jobs, everything Rolebird produces for each. No account, no card. Including the requirements these candidates do not meet, because that is the part that makes the rest worth having.
Jump to: Clinical Nurse Specialist (4.78/5) · Senior Frontend Engineer (4.89/5)
Fictional candidates - real output
The candidates, the employers and the listings are invented - we could not show you a real customer’s application, for the same reason the rest of this site exists. Everything below them is real: it was generated by the production pipeline that generates customer applications, shown here word for word, and each output was scored by the independent judge model that grades our test runs. How the grading works.
One run each, published as generated - no picking a flattering attempt. That is why you will see a 4 on a safety criterion below, with the judge’s criticism printed in full. A scorecard that only ever showed 5s would be marketing wearing a lab coat.
How the scoring works
Every test output is graded by a separate model that never does the writing - it sees the candidate’s documents, the listing and the finished application, but not the instructions the writer worked from. It scores nine criteria from 0 to 5. Two are safety floors: nothing invented in the letter or CV changes, and nothing invented in the screening. A fabrication caps those at 2, and no strength elsewhere can average it away. Underneath the judge sit checks that are not opinions at all - every “covered” quote is verified to exist in the CV before the judge ever grades. The full method.
Example: Clinical Nurse Specialist - scored 4.78/5
What went in
A captured listing for a Clinical Nurse Specialist role at a New Zealand health provider, and a CV that had already been through the de-identification step - so it carried a work history, dates and achievements, but no name, no contact details and generalised employers.
The listing asked for demonstrated clinical leadership, quality-improvement experience, acute medical background, and a current practising certificate - and preferred a postgraduate qualification, formal project management training, and experience with the MedChart medication system. How the de-identification works.
The judge’s scorecard for this exact output
- Nothing invented - letter & CV changes - safety floor4/5
- Nothing invented - ATS screening - safety floor5/5
- CV change reasoning5/5
- Prioritisation4/5
- Strategy insight5/5
- Letter opening5/5
- Letter evidence5/5
- Voice match5/5
- NZ English & format5/5
- Mean across all nine4.78
And the judge’s note, unedited - including the criticism:
“Very strong throughout. The only soft spot is the profile suggestion's 'Track record in ward quality improvement' - the CV does show two QI results (medication errors and falls), so the pattern is defensible, but the change's grounding quotes cite only the medication-error result, so 'track record' leans slightly past its own attached evidence. The letter also implies the falls working group originated from her handover observation, a narrative fusion of two sourced facts rather than a stated one.”
The cover letter
In the candidate’s own voice, learned from a base letter they wrote themselves. Editable in the app, downloadable as DOCX. The placeholder is not an oversight - Rolebird does not hold your name, so it leaves you a gap to fill.
Dear Hiring Manager,
I became a nurse because I like the part of the job you cannot roster: noticing things. On our acute medical ward, something I noticed at handover became a falls-prevention working group, and reported falls fell from 14 a quarter to 6 over a year.
This role is about doing that on purpose, across two wards, and it is the work I want more of. I would rather fix the system than get faster at working around it. When medication administration errors were the thing nobody owned, that turned into a 40% reduction on the ward over 18 months. I have coordinated shifts of up to 28 beds with four to six staff, so I know these projects only stick if the ward staff carrying them out are supported, not lectured.
The number I quote first is not a clinical one. Since 2021 I have precepted 11 new graduates, and most are still nursing. A Clinical Nurse Specialist who is a resource for complex patients and for the people looking after them is exactly the shape of the job I have been growing towards.
I hold current NZ registration with a current annual practising certificate and have six years in acute medical nursing. I would welcome the chance to talk about what practice improvement across the two wards could look like.
Kind regards,
[YOUR NAME]
What you cannot see here is also real
Notice what the second CV change does. The ad asks for experience “leading or contributing to” quality-improvement work. Her CV says “member of the working group” - so the suggestion writes “contributed”, and asks her whether “led” would be true before anyone claims it. When a draft overreaches what the CV shows, the check rephrases it as a question only the candidate can answer - or removes it outright when no honest version exists.
Nothing needed removing from this letter - and the judge still found the softest phrase in the output and named it. That criticism is printed above, unedited, because a check you only hear about when it flatters you is not a check.
Changes to your CV
A list of edits, prioritised, each quoting your existing text and explaining why the change helps for this role. Rolebird never rewrites your CV for you - you make the edits, so nothing reaches an employer that you did not put there.
Your current text
“Registered nurse with six years in acute medical wards and two years in community health.”
Suggested
Registered nurse with six years in acute medical wards and two years in community health. Track record in ward quality improvement (40% reduction in medication administration errors) and in preceptorship of new graduate nurses.
Only if it is true of you
Consider adding a second line naming your quality-improvement work and preceptorship, for example: "Track record in ward quality improvement (40% reduction in medication administration errors) and in preceptorship of new graduate nurses."
Why
This CNS role is decided on quality-improvement work and staff education. The current profile line reads as a generalist summary; putting QI and preceptorship in the first two sentences means the screener sees the two must-haves before scrolling.
Your current text
“Member of the ward falls-prevention working group; reported falls fell from 14 a quarter to 6 over a year.”
Suggested
Contributed to a ward quality-improvement project as a member of the falls-prevention working group; reported falls fell from 14 a quarter to 6 over a year.
Only if it is true of you
If you took a leading rather than a contributing part in the falls-prevention working group, say so explicitly, since the ad asks for experience leading or contributing to quality-improvement work; otherwise naming it as a quality-improvement project makes the match clear.
Why
The ad names "experience leading or contributing to quality-improvement work" as a must-have. Labelling this bullet as a quality-improvement project connects your falls result directly to that requirement without overstating your role.
Your current text
“Bachelor of Nursing, 2018. NZ Registered Nurse, APC current.”
Suggested
Bachelor of Nursing, 2018. NZ Registered Nurse, APC current. [Add any postgraduate nursing study or project-management training here.]
Only if it is true of you
If you have started or completed a postgraduate nursing qualification (PGCert or PGDip) or any project-management training, add it here; the ad lists both as preferred and your CV currently shows only the Bachelor of Nursing.
Why
A PGCert/PGDip and project management training are the listed preferred items. If you have any, even in progress, adding them shows you meet more than just the must-haves.
The CV review - gaps, named
What the ad asks for that this CV does not show. Every requirement here is stated in the listing itself, must-haves are marked, and the advice stays conditional - it never tells you to claim something, only where to say it if it is true.
What your CV shows: Shows shift coordination of up to 28 beds with four to six staff, membership of a falls-prevention working group, and preceptorship, but no role titled or described as clinical leadership.
If you have formally acted as a clinical leader (for example acting charge nurse, leading a ward through an incident, or being the go-to clinical resource for complex patients), state it plainly, since the ad frames clinical leadership as a must-have and your CV currently implies it through coordination and QI work rather than naming it.
What your CV shows: Bachelor of Nursing, 2018. NZ Registered Nurse, APC current.
If you have completed or begun a PGCert or PGDip and left it off this version, add it to Education; if not, this is a preferred, not required, item.
If you have done any project-management training or short course, add it; if not, lean on your falls-prevention and medication-error projects as evidence of running improvement work in practice.
If you have used MedChart or a similar electronic medication management system, name it in Skills; the ad lists it as preferred rather than essential.
ATS screening
Three separate scores, because real applicant-tracking systems vary too much to honestly reduce to one number. Two are computed in plain code; the middle one is model-judged. Every requirement marked covered carries a quote from the candidate’s own CV, and the quote is verified to be there before it is shown - a match that cannot be quoted is not a match. How ATS screening works.
This candidate’s CV barely uses the listing’s vocabulary - the strict scan finds 5 of its 20 key terms - while genuinely demonstrating most of what the role asks. That disagreement between the tiers is the point: it is why the first CV change above adds the missing words, and why no single number can honestly describe anyone’s chances.
Of the 18 key terms found under the ad’s requirements-style headings, the CV evidences 4.
Matched
- current NZ registration with a current annual practising certificate“NZ Registered Nurse, APC current.”
- at least five years of acute medical nursing“Registered nurse with six years in acute medical wards and two years in community health.”
- experience leading or contributing to quality-improvement work“Member of the ward falls-prevention working group; reported falls fell from 14 a quarter to 6 over a year.”
- a commitment to staff education and preceptorship“Precepting 11 new graduates since 2021.”
Missing
demonstrated clinical leadership (CV shows shift coordination, working-group membership and preceptorship, not a role described as clinical leadership) · a postgraduate qualification in nursing (PGCert or PGDip) · formal project management training · experience with the MedChart electronic medication management system
Strategy notes
What a knowledgeable insider would tell you, including the parts you would rather not hear.
- Lead with quality improvement and staff education. These are two of the five must-haves and are where your CV is strongest: the 40% medication-error reduction, the falls working group, and 11 precepted graduates all speak directly to the role.
- Address clinical leadership head-on. It is a must-have and your CV shows it only indirectly through shift coordination and preceptorship. If you have acted up as charge nurse or been a clinical resource for complex cases, make that explicit; if not, position your QI and preceptorship as the leadership evidence and be ready to discuss it at interview.
- Be honest about the preferred items. You do not have a postgraduate qualification, project management training, or named MedChart experience on the CV. These are preferred, not required, so do not claim them; instead let your hands-on improvement projects stand in for formal project training.
- Your base letter's oblique, understated voice is a strength but risks underselling you for a senior specialist role. Keep the warmth, but state the registration, six years acute experience, and headline results plainly so a screener does not have to infer them.
Example: Senior Frontend Engineer - scored 4.89/5
What went in
A captured listing for a Senior Frontend Engineer at a health-tech company in Auckland, and the CV of a full-stack developer with six years across NZ SaaS and e-commerce - de-identified the same way.
The listing asked for strong React and TypeScript, a track record of measurable performance improvements, and care for accessibility (WCAG) - and preferred experience with regulated or health data and mentoring junior engineers. Accessibility appears nowhere in this candidate’s CV, which is exactly what makes the example worth reading.
The judge’s scorecard for this exact output
- Nothing invented - letter & CV changes - safety floor5/5
- Nothing invented - ATS screening - safety floor5/5
- CV change reasoning5/5
- Prioritisation4/5
- Strategy insight5/5
- Letter opening5/5
- Letter evidence5/5
- Voice match5/5
- NZ English & format5/5
- Mean across all nine4.89
And the judge’s note, unedited - including the criticism:
“A very strong, honest application: every claim traces to the CV or base letter, the accessibility gap is handled candidly, and the letter leads with a specific measurable result in the candidate's own voice. The weakest point is minor - the third ATS match pairs a company values statement ('sweat the details users never see') with testing evidence, which is fair but the softest link, and the three CV changes overlap somewhat on the accessibility theme, making the medium-priority skills edit slightly redundant.”
The cover letter
In the candidate’s own voice, learned from a base letter they wrote themselves. Editable in the app, downloadable as DOCX. The placeholder is not an oversight - Rolebird does not hold your name, so it leaves you a gap to fill.
Dear Hiring Manager,
When I rebuilt our customer dashboard in Next.js, median page load dropped from 4.1 seconds to 1.3, and weekly active users rose 18%. Performance work that users actually feel is the part of frontend I enjoy most, so a role that puts performance and clear interfaces at the centre caught my attention straight away.
Most of my six years have been building web apps for NZ SaaS and e-commerce companies. Alongside the dashboard rebuild, I designed and shipped Stripe subscription billing for around 3,000 active subscriptions, and earlier built Node.js APIs serving a React storefront handling roughly 50,000 monthly orders. I like turning messy workflows into something that just works.
I also care about the parts that never show up in a demo. I introduced end-to-end tests with Playwright that cut production regressions by about 40% quarter on quarter, because reliability is a feature too. Turning complicated real-world processes into simple, dependable interfaces is exactly the kind of problem I want to keep solving, and doing it for patient-facing tools used by clinics makes it matter more.
I would welcome the chance to talk about how I can help your team.
Ngā mihi,
[YOUR NAME]
What you cannot see here is also real
While writing this letter, the AI claimed: “Most of my six years have been in React and TypeScript.” The CV says full-stack across six years - front end and back end. The automatic check could not trace the claim to the candidate’s documents, removed it, and the letter you read above says what the CV supports instead: six years building web apps.
Two more interventions happened on the way. A draft “gap” scolded the candidate for not showing “work closely with clinicians” - but that line is a duty the ad describes, not a requirement a CV can fall short of, so it was dropped from the gap list. (You will still see it in the screening’s “missing” list below - the screening measures the ad’s own wording; the gap list judges what is fair to hold you short of. Different questions, different answers.) And “lead frontend architecture” was demoted from must-have to nice-to-have because the ad never actually grades it as essential. Every application gets these checks, including yours.
Changes to your CV
A list of edits, prioritised, each quoting your existing text and explaining why the change helps for this role. Rolebird never rewrites your CV for you - you make the edits, so nothing reaches an employer that you did not put there.
Your current text
“Full-stack developer with 6 years building web apps for NZ SaaS and e-commerce companies. Comfortable across TypeScript/React on the front end and Node.js/PostgreSQL on the back end.”
Suggested
Add a line foregrounding frontend and performance, for example: "Frontend-focused full-stack developer with 6 years in TypeScript/React, including a dashboard rebuild that cut median page load from 4.1s to 1.3s."
Only if it is true of you
If you want this role read as frontend-led rather than evenly full-stack, lead the summary with your React/TypeScript and performance work, which your CV already evidences.
Why
This is a Senior Frontend Engineer role and the first must-have is strong React + TypeScript. Leading with frontend and a concrete performance result matches the shortlist criteria in the first line a screener reads.
Your current text
“Led the rebuild of the customer dashboard in Next.js, cutting median page load from 4.1s to 1.3s and lifting weekly active users by 18%.”
Suggested
Keep this as your headline achievement and, if accurate, note whether the rebuild covered accessibility work (for example WCAG considerations) alongside the performance gains.
Only if it is true of you
If the dashboard rebuild involved any accessibility or WCAG work, add it here explicitly, since the ad lists care for accessibility as a must-have and your CV does not currently mention it.
Why
The measurable performance improvement directly answers a must-have. If accessibility was part of the same work, naming it addresses the one must-have your CV is otherwise silent on.
Your current text
“SKILLS: TypeScript, React, Next.js, Node.js, PostgreSQL, AWS, Playwright, CI/CD.”
Suggested
If you have worked to accessibility standards, add a term such as "WCAG" or "accessibility" to this list so it is not absent.
Only if it is true of you
If you have practical experience with WCAG or accessibility testing, list it here; if you have not, leave it out rather than claim it, as the ad frames accessibility as a must-have.
Why
Accessibility is an explicit must-have and does not appear anywhere in your CV. A screener scanning for WCAG will not find it, so add it only where it is genuinely true.
The CV review - gaps, named
What the ad asks for that this CV does not show. Every requirement here is stated in the listing itself, must-haves are marked, and the advice stays conditional - it never tells you to claim something, only where to say it if it is true.
If you have done accessibility or WCAG work and trimmed it from this version, put it back into the dashboard rebuild bullet or skills. If you have not, do not claim it; the ad lists it as a must-have.
What your CV shows: shows "Led the rebuild of the customer dashboard in Next.js", which is leading a rebuild rather than described as architecture
If your role included frontend architecture decisions (structure, patterns, tooling choices) beyond the rebuild, say so explicitly, as the ad frames leading frontend architecture as core.
If you have handled regulated or health-related data (for example the payment data behind Stripe billing has compliance requirements), name it; otherwise leave it, as this is only nice to have.
If you have mentored or coached junior developers, add a bullet; your CV does not currently mention it. It is listed only as nice to have.
ATS screening
Three separate scores, because real applicant-tracking systems vary too much to honestly reduce to one number. Two are computed in plain code; the middle one is model-judged. Every requirement marked covered carries a quote from the candidate’s own CV, and the quote is verified to be there before it is shown - a match that cannot be quoted is not a match. How ATS screening works.
The strict scan finds 6 of the listing’s 20 key terms in this CV. The semantic tier sits lower than the nurse’s because a must-have is genuinely absent: accessibility appears nowhere in the CV, and no amount of rewording can honestly change that - only the candidate can, if it is true.
Of the 12 key terms found under the ad’s requirements-style headings, the CV evidences 2.
Matched
- strong React + TypeScript“Comfortable across TypeScript/React on the front end and Node.js/PostgreSQL on the back end.”
- a track record of measurable performance improvements“Led the rebuild of the customer dashboard in Next.js, cutting median page load from 4.1s to 1.3s and lifting weekly active users by 18%.”
- sweat the details users never see“Introduced end-to-end tests with Playwright, reducing production regressions by ~40% quarter on quarter.”
Missing
care for accessibility (WCAG) · experience with regulated or health data · mentoring junior engineers · working closely with clinicians to turn workflows into interfaces
Strategy notes
What a knowledgeable insider would tell you, including the parts you would rather not hear.
- Lead with your React/TypeScript and measurable performance story: the 4.1s to 1.3s dashboard rebuild and the 18% active-user lift are your strongest match to the must-haves, so put them first and centre.
- The real gap is accessibility (WCAG), which is a must-have with no trace in your CV. The honest move is to add it only if you have genuinely done it; if not, lean hard on performance and reliability, where you are clearly strong, and be ready to speak to how you would approach accessibility.
- Reframe from full-stack toward frontend-focused for this application. Your Node.js and PostgreSQL work is a bonus, not the headline, so keep it brief and let the frontend results dominate.
- Health data and mentoring are only nice-to-haves, so do not stretch to claim them. If you have anything adjacent (compliance around Stripe payment data, informal coaching of teammates), mention it lightly rather than inventing depth.
How to read these - here and in your own applications
There is one habit that makes this whole page make sense, and it works on your own applications too: every claim should point back to words you actually wrote.
Look at either screening above. Each requirement marked as covered shows a line from the candidate’s own CV underneath it - not a summary, the actual words. That is not decoration. Before anything reaches you, Rolebird checks that those words really are in your CV, and a claim that has nothing behind it is removed or the whole generation is rejected. The gaps stay visible because they are true.
When you read your own generated application, do the same thing the checks do:
- Pick any confident line in the letter and ask: where is this in my CV? If you can point to it, it will survive an interview question. If you can’t, tell us - that is a bug, not a nitpick.
- Read the “covered” list like a sceptic. The quote under each item is your evidence. If a quote feels thin for the requirement it sits under, trust that feeling - thin evidence is where every application, human or AI, is tempted to stretch.
- Treat the gap list as the useful part. It is what a screening system will notice about you. Fix what you genuinely can, address what you can’t in the letter, and be suspicious of any tool that never shows you one.
None of this is special to Rolebird - it is just what “tailoring” should mean. We built the checking in because on a bad day even an honest writer reaches for the flattering version. The difference is that here, the flattering version doesn’t survive to the page you’re reading.
All of it, for every job you capture
That is two captures. Capturing jobs is free - and you only pay when you generate: one job run credit per application, from $7.99 for a single run. Nothing renews.
See pricing · Or read how we test that it isn’t making things up, and how the screening above is kept honest.