Puvio
Puvio
Puvio
  • How it works
  • Pricing
  • Stories
Start free
Stories / Nadia Rahman
Job search6 min readMay 2026

Nadia Rahman was not a product manager. The fit score said so. The notes named the work she actually did.

Nadia Rahman

Customer Success Lead · ex-Klaviyo · Boston, MA

Customer Success Lead · ex-Klaviyo · Boston. Trying to move into product ops without lying on a résumé.

A real outcome written as a letter
Named people. Named numbers. Published with permission.

In short

Nadia Rahman, Customer Success Lead (ex-Klaviyo), spent six weeks applying to Senior PM roles that rejected her on title. Puvio fit scores against her record sat under 55% on those postings and above 70% on product operations roles. She messaged alumni and people on product-ops teams at Intercom and Notion with implementations she had run, not a fake PM story. Three informational chats. One onsite loop for a product ops role.

  • Work record
  • Fit score
  • Company research
  • Quick Message
PM apps (before)
22
PM fit scores
<55%
Product-ops fit
71 to 78%
Info chats
3

The title trap

She was applying to a job she had never had

Nadia Rahman ran a book of mid-market accounts at Klaviyo in Boston. She sat in roadmap reviews. She wrote the specs the PMs were too busy to write. She was not a product manager on paper, and Greenhouse agreed.

Twenty-two Senior PM applications. ChatGPT cover letters that said “passionate about product.” She could feel the lie while she pasted them. Two recruiters said they needed someone who had owned a roadmap. Fair.

Fit

The number that ended the fake applications

She uploaded the résumé. The record pulled implementations, onboarding programs, a pricing experiment she had co-run with CS and product. It did not invent a PM title.

She pasted the leftover PM tabs. Fit sat under 55%. She pasted product operations and implementation-lead postings. 71 to 78%. That was the translation the ATS would never do for her, because the ATS was matching the word Product Manager.

She closed the Senior PM tabs. It felt like giving up. It was the first time the search matched the work.

The notes

She asked for a take on the team. Not a job she had not earned

Quick Message against an Intercom product-ops profile used a launch she had actually run, tied to a posting line about customer onboarding. The critic pass killed a sentence that sounded like a TED talk.

She copied it. She sent it. Three people took chats. One loop. She still was not a Senior PM. She was a candidate for the job her record described.

“Every PM application was me asking a parser to ignore my title. The notes asked a person to look at the work.”

- Nadia Rahman · Customer Success Lead · ex-Klaviyo
Outcome3 informational chats · product ops onsite

Nadia’s pivot did not start when she claimed a title. It started when the record and the fit score made her stop claiming it.

Same market. The people getting replies are doing homework before they apply.

Start free

Related questions

How do I message someone when I am changing careers?
Name the work you actually did, map it to their team in one line, and ask for a short take or intro. Do not lead with a title you have not held. Nadia Rahman used fit scores to drop Senior PM apps and messaged product-ops people instead. https://puvio.app/answers/how-to-ask-for-an-informational-interview
Should I still apply to the stretch title?
You can. Nadia’s stretch PM apps went to silence. The roles that matched her record opened conversations. Fit score is a filter, not a verdict from a hiring committee.
Does Puvio rewrite my résumé into a new career?
No. You upload a résumé. You can edit the record. It does not invent titles. https://puvio.app/answers/what-is-puvio

Timeline

  1. Jan 202622 Senior PM applications. Title bounce. Two recruiter nos
  2. Feb 3Résumé into Puvio. Record showed implementations, not roadmaps
  3. Feb 4Fit on leftover PM tabs: 48 to 54%. Product ops tabs: 71%+
  4. Feb 10-18Notes to Intercom and Notion product-ops people. Alumni on one card
  5. Mar 2026Three chats. One product ops onsite loop

Nadia started with the free tier: 75 credits, one search loop.

Start freeSee pricing

Read next

  1. Daniel Cho · Senior Backend Engineer · ex-Twilio

    Layoff week. Then a board.

    18 Easy Applies · 5 notes · 2 replies

  2. Priya Mehta · Senior Product Manager · ex-JPMorgan Chase

    Reply before she applied.

    Coffee chat · then Apply

Start freeWhy Puvio

Site footer

Product

  • How it works
  • Pricing
  • Where this goes

Proof

  • Stories
  • Answers
  • Compare

Company

  • About
  • Why Puvio
  • Trust center
  • Contact
  • Privacy

Start

  • Start free
  • Log in
Puvio
© Puvio 2026
  • Sign up
  • Privacy
  • Trust
  • Log in
  • AI reference