Real product output using a fictional candidate and sample job description.

See the evidence

Here’s what Zentivion produced from one CV and one job on 5 November 2026. We didn’t rewrite any of it. Alex Chen and Tailspin Payments are made up, so this isn’t a customer result, and no application was sent.

We picked this run from several because it shows the Truth Guard at work. Other runs write different sentences and flag different lines.

INPUT: ALEX CHEN'S CV (FICTIONAL)

Alex Chen Senior Product Manager alex.chen@example.com | +1 415 555 0142 | San Francisco, CA SUMMARY Product manager with 7 years in fintech onboarding and growth. EXPERIENCE Senior Product Manager, Northwind Pay Mar 2021 - Present - Led the merchant onboarding redesign that lifted activation 23% in two quarters. - Worked with engineering, design and risk on the KYC verification flow. - Cut onboarding time from 4 days to 1.5 days. Product Manager, Contoso Bank Jun 2019 - Feb 2021 - Shipped a bank-link analytics dashboard to 400+ partner companies. - Ran weekly A/B tests on the account opening funnel. Associate Product Manager, Fabrikam Software Aug 2017 - May 2019 - Owned the release notes and in-app announcements for the billing product. EDUCATION BS Computer Science, State University, 2017 SKILLS Product roadmap, A/B testing, SQL, Stakeholder management, Onboarding, Activation

INPUT: SAMPLE JOB DESCRIPTION (FICTIONAL)

Senior Product Manager, Merchant Onboarding - Tailspin Payments San Francisco / Remote Tailspin Payments helps small businesses accept payments in minutes. We are expanding into Europe. What you will do - Own the merchant onboarding roadmap and drive activation. - Partner with engineering, design, risk and compliance on KYC. - Prioritize with data; run experiments. Required - 5+ years of product management experience - Payments or fintech background - Experience with KYC / risk and compliance - Strong SQL and experimentation skills Nice to have - Pricing experience - Partner integrations - OKRs

1 · THE PACKAGE

One CV + one job → one consistent package

These are the four documents from that single run, in full. Lines marked “To confirm” are ones the Truth Guard wants Alex to check. 21 of 23 lines passed without a question.

TAILORED CV

Alex Chen
Senior Product Manager - Merchant Onboarding
San Francisco, CA · alex.chen@example.com · +1 415 555 0142

Senior Product Manager with 7 years in fintech onboarding and growth.
Drove merchant onboarding improvements at Northwind Pay, including a redesign that increased activation by 23% in two quarters and reduced onboarding time from 4 days to 1.5 days.
Brings payments and onboarding experience, including work with engineering, design, and risk on a KYC verification flow, plus hands-on A/B testing and SQL.To confirm

Senior Product Manager · Northwind Pay Mar 2021 – Present

Led the merchant onboarding redesign, lifting activation 23% in two quarters.
Reduced onboarding time from 4 days to 1.5 days.
Worked with engineering, design, and risk on the KYC verification flow.

Product Manager · Contoso Bank Jun 2019 – Feb 2021

Shipped a bank-link analytics dashboard used by 400+ partner companies.To confirm
Ran weekly A/B tests on the account opening funnel.

Associate Product Manager · Fabrikam Software Aug 2017 – May 2019

Owned the release notes and in-app announcements for the billing product.

Skills: Onboarding · Stakeholder management · A/B testing · Product roadmap · Activation · SQL

Education: BS Computer Science, State University, 2017

COVER LETTER

Dear Tailspin Payments hiring team,

Tailspin’s focus on fast merchant onboarding, payment activation, and disciplined work with risk and compliance is the kind of product problem I’ve been working on in fintech and would be glad to keep pushing forward.

I bring 7 years in fintech onboarding and growth, and in my current Senior Product Manager role at Northwind Pay I led a merchant onboarding redesign that lifted activation 23% in two quarters and also reduced onboarding time from 4 days to 1.5 days.

I also have direct experience partnering on verification and using data to improve funnels: at Northwind Pay I worked with engineering, design, and risk on the KYC verification flow, and at Contoso Bank I ran weekly A/B tests on the account opening funnel; I also bring SQL as a core skill.

If useful, I’d welcome a conversation about how that mix of merchant onboarding, experimentation, and cross-functional fintech work could support Tailspin’s onboarding roadmap.

Best, Alex Chen

RECRUITER EMAIL

Subject: Senior PM, Merchant Onboarding

Hi Tailspin Payments team,

I’m reaching out about the Senior Product Manager, Merchant Onboarding role.

I bring 7 years in fintech onboarding and growth, and I’m currently a Senior Product Manager at Northwind Pay.

At Northwind Pay, I led a merchant onboarding redesign that lifted activation 23% in two quarters, and I worked with engineering, design, and risk on the KYC verification flow.

I also use SQL and have run weekly A/B tests on the account opening funnel.

If helpful, would you be open to a 15-minute call next week to discuss fit?

Best, Alex Chen

LINKEDIN HEADLINE AND ABOUT

Senior Product Manager in fintech onboarding and growth | Merchant onboarding, activation, KYC collaboration, SQL, A/B testing, roadmap

I’m a Senior Product Manager with 7 years in fintech onboarding and growth.

At Northwind Pay, I led a merchant onboarding redesign that lifted activation 23% in two quarters and cut onboarding time from 4 days to 1.5 days.

I’ve worked cross-functionally with engineering, design, and risk on KYC verification flows, and I’m comfortable using SQL and A/B testing to inform product decisions.

My focus is building onboarding experiences and product roadmaps that improve activation and make complex fintech journeys simpler.

Download the CV (PDF)Download the cover letter (PDF)

The PDFs come from the same exporter the Studio uses, and the CV still contains its two “To confirm” lines, so nothing has been tidied up for this page.

How the same experience stays consistent

The same facts across the source CV and the four generated documents
Experience	Source CV	CV	Cover letter	Recruiter email	LinkedIn
THE SAME THREE FACTS IN ALL FOUR OUTPUTS
Activation result	“Led the merchant onboarding redesign that lifted activation 23% in two quarters.”	“…lifting activation 23% in two quarters.”	“…lifted activation 23% in two quarters…”	“…lifted activation 23% in two quarters…”	“…lifted activation 23% in two quarters…”
KYC work	“Worked with engineering, design and risk on the KYC verification flow.”	“Worked with engineering, design, and risk on the KYC verification flow.”	“…at Northwind Pay I worked with engineering, design, and risk on the KYC verification flow…”	“…I worked with engineering, design, and risk on the KYC verification flow.”	“I’ve worked cross-functionally with engineering, design, and risk on KYC verification flows…”
A/B testing	“Ran weekly A/B tests on the account opening funnel.” (Contoso Bank)	Same line, under Contoso Bank	“…at Contoso Bank I ran weekly A/B tests on the account opening funnel…”	“…have run weekly A/B tests on the account opening funnel.”	“…using SQL and A/B testing to inform product decisions.”

What stayed out

The job lists pricing experience, partner integrations and OKRs as nice to have. Alex’s CV shows none of them, so the package doesn’t claim them. The keyword check reports a 76% match and lists those terms as missing.

What Company Intel used here

Tailspin Payments is made up, so there was nothing to look up. What the letter says about the company comes from the job posting. Zentivion doesn’t run live web research on an employer.

2 · TRUTH GUARD

Unsupported claim → question for you

The writer stretched two lines in this run. Neither was a wild invention. That’s the point: small upgrades like these are easy to miss and awkward to defend in an interview.

Source CV says
Shipped a bank-link analytics dashboard to 400+ partner companies.
Writer drafted
Shipped a bank-link analytics dashboard used by 400+ partner companies.
Truth Guard: needs confirmation
Please confirm that the dashboard was used by 400+ partner companies, not just shipped to them.
Source CV says
Worked with engineering, design and risk on the KYC verification flow.
Writer drafted
Brings payments and onboarding experience, including work with engineering, design, and risk on a KYC verification flow, plus hands-on A/B testing and SQL.
Truth Guard: needs confirmation
Please confirm the payments experience claim; the evidence shows onboarding, KYC, A/B testing, and SQL, but not payments specifically.

A flagged line stays in the draft, marked for you. If it’s true, confirm it in the Studio. If it isn’t, change it in the Word download before you send it, because flagged lines stay in the files until you do.

ILLUSTRATIVE EXAMPLE

Lines the checks refuse outright

This run removed nothing, so we typed three bad lines ourselves to show what removal looks like. The lines are ours and didn’t come from a package. The verdicts are what the real checks returned when we ran them. In a package, a removed line goes back to the writer, and if it still fails it’s dropped and shown struck through in the Studio.

Led the merchant onboarding redesign that lifted activation 30% in two quarters.
Removed: 30 is not in the evidence it cites.
Holds a PMP certification.
Removed: Cites nothing in your Career Vault.
Cut onboarding time from 4 days to 1.5 days.
Removed: Your evidence puts this at Northwind Pay, not Contoso Bank.

3 · ATS READ-BACK

Document → what the parser read

We gave Zentivion’s parser a shorter, two-column layout of Alex’s CV, then the one-column PDF the crew generated. This isn’t a strict before and after, because the package above was built from the one-column CV.

PARSER OUTPUT: TWO-COLUMN CV

Alex Chen                                       alex.chen@example.com
Senior Product Manager                          +1 415 555 0142

EXPERIENCE                                      DATES
Senior Product Manager, Northwind Pay           Mar 2021 - Present
- Led the merchant onboarding redesign that
  lifted activation 23% in two quarters.
- Cut onboarding time from 4 days to 1.5 days.
Product Manager, Contoso Bank                   Jun 2019 - Feb 2021
- Shipped a bank-link analytics dashboard
  to 400+ partner companies.
- Ran weekly A/B tests on the funnel.

EDUCATION                                       SKILLS
BS Computer Science, 2017                       SQL, A/B testing, Roadmap

PARSER OUTPUT: GENERATED ONE-COLUMN CV

Alex Chen
Senior Product Manager - Merchant Onboarding
San Francisco, CA · alex.chen@example.com · +1 415 555 0142
SUMMARY
Senior Product Manager with 7 years in fintech onboarding and growth.
Drove merchant onboarding improvements at Northwind Pay, including a redesign that increased
activation by 23% in two quarters and reduced onboarding time from 4 days to 1.5 days.
Brings payments and onboarding experience, including work with engineering, design, and risk on a
KYC verification flow, plus hands-on A/B testing and SQL.
EXPERIENCE
Senior Product Manager · Northwind Pay Mar 2021 – Present
• Led the merchant onboarding redesign, lifting activation 23% in two quarters.
• Reduced onboarding time from 4 days to 1.5 days.
• Worked with engineering, design, and risk on the KYC verification flow.
Product Manager · Contoso Bank Jun 2019 – Feb 2021
• Shipped a bank-link analytics dashboard used by 400+ partner companies.
• Ran weekly A/B tests on the account opening funnel.
Associate Product Manager · Fabrikam Software Aug 2017 – May 2019
• Owned the release notes and in-app announcements for the billing product.
SKILLS
Onboarding ·  Stakeholder management ·  A/B testing ·  Product roadmap ·  Activation ·  SQL
EDUCATION
BS Computer Science, State University, 2017

What the parser reported for each document
Check	Two-column CV	Generated CV
SAME PARSER, SAME CHECKS
Skills section	Not found: “EDUCATION” and “SKILLS” landed on one line	Found
Email and phone	Read	Read
Layout warning	Raised: 5 lines with wide gaps	Not raised
Our readability score	68	100

The generated CV has right-aligned dates and spaced separators. The check doesn’t count those as columns, because the text above still reads in order. It looks for text sitting beside other text, as in the two-column CV.

The X-Ray doesn’t edit your file. It reports what it read and suggests fixes. The one-column CV is a new document written by the crew, not a repair of your upload.

This is one parser. Applicant tracking systems read files in different ways, so a clean result here doesn’t guarantee how any employer’s system will read your CV.

THE FREE TOOL

The free X-Ray for the two-column CV

This is the full report for the shorter two-column CV from section 3, against the same job. It’s the part you can run without an account. The score is low partly because that version leaves out the KYC line and the summary.

47of 100

Sample X-Ray · Senior Product Manager, Merchant Onboarding · Tailspin Payments

A solid but incomplete match for this merchant onboarding role.

The candidate shows relevant product impact in payments/fintech and strong onboarding/activation results, but the profile still misses a key compliance requirement and only partially covers some must-haves. The biggest lift would come from making the resume ATS-friendly and better surfacing the skills and keywords this job screen is looking for.

Must-have coverage50

Keyword match43

ATS readability68

Impact & metrics25

Top 3 fixes

ATS CHECKERHigh impact

Remove the multi-column layout

The ATS may merge sidebar content into the main experience, which can hide important details from parsing. A single-column format would improve readability and reduce the risk of losing key qualifications.

ATS CHECKERHigh impact

Add a standard Skills section

There is no clear 'Skills' heading, so ATS systems may not classify the candidate’s SQL, experimentation, and product keywords correctly. Adding a standard skills section would improve keyword capture.

JOB ANALYSTHigh impact

Address the missing compliance and job keywords

The role requires KYC/risk and compliance, and that is not shown here; several other terms like pricing, partner integrations, OKRs, and Europe expansion are also missing. Filling those gaps where truthful would move the match closer to the job requirements.

How an ATS reads your CV

Readability 68%

FIELD	YOU WROTE	ATS READ	STATUS
Name	Alex Chen	Alex Chen	OK
Email	—	alex.chen@example.com	OK
Phone	—	+1 415 555 0142	OK
Role 1 dates · Northwind Pay	Mar 2021 – Present	Mar 2021 – Present	OK
Role 2 dates · Contoso Bank	Jun 2019 – Feb 2021	Jun 2019 – Feb 2021	OK
Experience section	—	found	OK
Education section	—	found	OK
Skills section	—	(not found)	Misread

highMulti-column layout: an ATS reads left to right and can merge your sidebar into your experience.
mediumNo standard 'Skills' heading; ATS may not file this content correctly.

Keywords · 43% match

Found in your CV

product managementmerchant onboardingSQLexperimentationactivationroadmap

Missing — you may have these

paymentsfintechKYCrisk and compliancemerchant onboarding roadmapdata-driven prioritizationEurope expansionpricingpartner integrationsOKRs

Must-haves met: 1 of 4

The recruiter's first skim

Senior Product Manager with clear, quantified product impact in onboarding and activation.

Strongest result: Led a merchant onboarding redesign that lifted activation 23% in two quarters.

Strong metrics on page one make the impact easy to skim.
Product scope is clear, but the resume is very light on breadth beyond two roles.
The 23% activation lift is the strongest headline result; the 4 days to 1.5 days reduction is also compelling.
Consider adding team size, product area, and business context to strengthen seniority signal.

Let the crew rewrite it for this job

ATS-safe layout, every claim checked against your evidence
Strongest results moved to the top
Cover letter, recruiter email, LinkedIn profile — same run

Unlock with a 7-day free trialCard required · cancel in one click · reminder before you're charged

Try it on your own CV and job.

The free X-Ray needs no sign-up, and its uploads are deleted after 24 hours.

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See the evidence

We picked this run from several because it shows the Truth Guard at work. Other runs write different sentences and flag different lines.

The same facts across the source CV and the four generated documents
Experience	Source CV	CV	Cover letter	Recruiter email	LinkedIn
THE SAME THREE FACTS IN ALL FOUR OUTPUTS
Activation result	“Led the merchant onboarding redesign that lifted activation 23% in two quarters.”	“…lifting activation 23% in two quarters.”	“…lifted activation 23% in two quarters…”	“…lifted activation 23% in two quarters…”	“…lifted activation 23% in two quarters…”
KYC work	“Worked with engineering, design and risk on the KYC verification flow.”	“Worked with engineering, design, and risk on the KYC verification flow.”	“…at Northwind Pay I worked with engineering, design, and risk on the KYC verification flow…”	“…I worked with engineering, design, and risk on the KYC verification flow.”	“I’ve worked cross-functionally with engineering, design, and risk on KYC verification flows…”
A/B testing	“Ran weekly A/B tests on the account opening funnel.” (Contoso Bank)	Same line, under Contoso Bank	“…at Contoso Bank I ran weekly A/B tests on the account opening funnel…”	“…have run weekly A/B tests on the account opening funnel.”	“…using SQL and A/B testing to inform product decisions.”

THE SAME THREE FACTS IN ALL FOUR OUTPUTS

Activation result

“Led the merchant onboarding redesign that lifted activation 23% in two quarters.”

“…lifting activation 23% in two quarters.”

“…lifted activation 23% in two quarters…”

KYC work

“Worked with engineering, design and risk on the KYC verification flow.”

“Worked with engineering, design, and risk on the KYC verification flow.”

“…at Northwind Pay I worked with engineering, design, and risk on the KYC verification flow…”

“…I worked with engineering, design, and risk on the KYC verification flow.”

“I’ve worked cross-functionally with engineering, design, and risk on KYC verification flows…”

A/B testing

“Ran weekly A/B tests on the account opening funnel.” (Contoso Bank)

Same line, under Contoso Bank

“…at Contoso Bank I ran weekly A/B tests on the account opening funnel…”

“…have run weekly A/B tests on the account opening funnel.”

“…using SQL and A/B testing to inform product decisions.”

Alex Chen alex.chen@example.com Senior Product Manager +1 415 555 0142 EXPERIENCE DATES Senior Product Manager, Northwind Pay Mar 2021 - Present - Led the merchant onboarding redesign that lifted activation 23% in two quarters. - Cut onboarding time from 4 days to 1.5 days. Product Manager, Contoso Bank Jun 2019 - Feb 2021 - Shipped a bank-link analytics dashboard to 400+ partner companies. - Ran weekly A/B tests on the funnel. EDUCATION SKILLS BS Computer Science, 2017 SQL, A/B testing, Roadmap

Alex Chen Senior Product Manager - Merchant Onboarding San Francisco, CA · alex.chen@example.com · +1 415 555 0142 SUMMARY Senior Product Manager with 7 years in fintech onboarding and growth. Drove merchant onboarding improvements at Northwind Pay, including a redesign that increased activation by 23% in two quarters and reduced onboarding time from 4 days to 1.5 days. Brings payments and onboarding experience, including work with engineering, design, and risk on a KYC verification flow, plus hands-on A/B testing and SQL. EXPERIENCE Senior Product Manager · Northwind Pay Mar 2021 – Present • Led the merchant onboarding redesign, lifting activation 23% in two quarters. • Reduced onboarding time from 4 days to 1.5 days. • Worked with engineering, design, and risk on the KYC verification flow. Product Manager · Contoso Bank Jun 2019 – Feb 2021 • Shipped a bank-link analytics dashboard used by 400+ partner companies. • Ran weekly A/B tests on the account opening funnel. Associate Product Manager · Fabrikam Software Aug 2017 – May 2019 • Owned the release notes and in-app announcements for the billing product. SKILLS Onboarding · Stakeholder management · A/B testing · Product roadmap · Activation · SQL EDUCATION BS Computer Science, State University, 2017

What the parser reported for each document
Check	Two-column CV	Generated CV
SAME PARSER, SAME CHECKS
Skills section	Not found: “EDUCATION” and “SKILLS” landed on one line	Found
Email and phone	Read	Read
Layout warning	Raised: 5 lines with wide gaps	Not raised
Our readability score	68	100

SAME PARSER, SAME CHECKS

Skills section

Not found: “EDUCATION” and “SKILLS” landed on one line

Found

Email and phone

Read

Layout warning

Raised: 5 lines with wide gaps

Not raised

Our readability score

100

Top 3 fixes

ATS CHECKERHigh impact

Remove the multi-column layout

ATS CHECKERHigh impact

Add a standard Skills section

JOB ANALYSTHigh impact

Address the missing compliance and job keywords

FIELD

YOU WROTE

ATS READ

STATUS

Name

Alex Chen

—

alex.chen@example.com

Phone

—

+1 415 555 0142

Role 1 dates · Northwind Pay

Mar 2021 – Present

Role 2 dates · Contoso Bank

Jun 2019 – Feb 2021

Experience section

—

found

Education section

—

found

Skills section

—

(not found)

Misread

The recruiter's first skim

Senior Product Manager with clear, quantified product impact in onboarding and activation.

Strongest result: Led a merchant onboarding redesign that lifted activation 23% in two quarters.

Strong metrics on page one make the impact easy to skim.

Product scope is clear, but the resume is very light on breadth beyond two roles.

The 23% activation lift is the strongest headline result; the 4 days to 1.5 days reduction is also compelling.

Consider adding team size, product area, and business context to strengthen seniority signal.

Try it on your own CV and job.

The free X-Ray needs no sign-up, and its uploads are deleted after 24 hours.

Full packages need an account and a payment card. The trial is free for 7 days with up to 10 packages. Unless you cancel before it ends, your chosen plan starts at $24 a month or $59 every 3 months.