r/prodmgmt

▲ 137 r/prodmgmt

Anthropic PM interview loop, full breakdown of all rounds

This was honestly one of the most intense PM loops I’ve ever done. Had to battle this inexplicable tension constantly, but I’m glad I made it all the way through.

Phone screen Started with “Why Anthropic?” Standard stuff, but they drilled deeper with every answer. Then we got into products I’ve led recently, KPI ownership, tradeoffs, and how I use data to make decisions. One thing I noticed: every answer got pushed toward “how did you know this was the right thing to optimize?” or “what risks were you accepting?” Take home Basically a PRD/memo for a Claude feature. Prep definitely helped here. I practiced mostly with Product Alliance AI PM modules and also used their leaked Anthropic PM interview question set. Funny enough, a couple of the leaked themes showed up almost directly during the actual interviews.

Onsite product sense The prompt was around designing a feature that helps users understand when an AI system may produce unreliable information. I proposed layered reliability indicators. Lightweight inline confidence cues for normal usage, expanded reasoning context for power users, stronger intervention patterns in high-stakes domains.

The hardest part was metrics. The interviewer kept pushing on calibration vs blanket distrust. How do you know users are getting better at judging reliability?

Execution One round was basically pure diagnosis. A metric divergence scenario where two things you’d expect to move together went in opposite directions. At first I went toward infra assumptions, degraded response quality, truncation, retrieval issues, etc. But they wanted more I guess. This round felt very operator heavy.

Case study / strategy This was probably the hardest round. A positioning question around how Anthropic should respond to a hypothetical competitive scenario, plus a roadmap discussion on balancing research exploration and shipping timelines.

Hiring manager Most conversational round but still intense. Behavioral questions around product risks that failed and moments where safety concerns changed decisions. We also discussed how to run safety review cycles across research and engineering teams. Got the offer. To summarize from my experience my advice would be:

  1. Prepare deeply for AI-specific tradeoffs.
  2. Understand evals, uncertainty, safety, and model behavior shifts
  3. Practice reasoning through ambiguous situations with incomplete information
  4. Metrics questions are much more nuanced than standard consumer PM loops
  5. Every round tests judgment under uncertainty in some form.
  6. Product Alliance AI PM materials gives surprisingly high leverage, the leaked Anthropic set was uncannily close Overall probably the most thoughtful PM interview process I’ve seen. Doesn’t hurt that the TC might genuinely change my life.
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u/maxrobinson1 — 3 days ago
▲ 7 r/prodmgmt+2 crossposts

Thinking of quitting

I’m a PM at an Indian startup with ~5 years of experience, and I think I’ve finally hit a breaking point. The work environment has always been extremely toxic, and the constant pressure, long commute, and overall chaos leave me with barely any time or energy to prepare for other opportunities.

I’ve been thinking about quitting for a long time now, but I kept postponing it because the pay is decent and I didn’t want to make an impulsive decision. Lately though, it feels like the job is starting to seriously affect both my mental and physical health.

On top of that, the leadership feels directionless, which makes day-to-day work even more frustrating.
The biggest thing holding me back is that I don’t currently have another offer in hand, and I’m worried about being unemployed for a long time given the market situation. At the same time, staying here is becoming harder every day.

For people who’ve been in similar situations:
Did you quit without another offer lined up?
How bad is the PM hiring market right now in India?
Are freelance/contract PM opportunities realistically viable for short-term income?
Any advice on how to navigate this phase without burning out completely?
Would really appreciate honest advice or experiences.

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u/Alert_Ad_9490 — 2 days ago

Transitioning from Executive Assistant to PM: Navigating the "Proof of Work" portfolio stage. Looking for feedback.

Hey everyone,
I’m currently navigating a transition into Product Management from a high-level operational background (4+ years as an Executive Assistant/Ops Lead managing stakeholders, cross-functional alignment, and chaotic workflows).

I’ve moved past the passive learning/course phase and am heavily focused on building out tangible "Proof of Work" artifacts to bridge the domain gap and prove execution ability.

So far, my shipped portfolio projects include:
EAPilot (Technical PRD): Scoped out an AI-driven scheduling tool targeting cross-timezone conflicts. Handled user stories, strict acceptance criteria, and technical constraints around calendar and regional holiday APIs.

Brassmoney Case Study (User Discovery): Completed an independent user research and problem discovery project focused on a fintech app, interviewing users to unearth and map actual user friction points.

The Pipeline Deployment: To up my technical literacy, I built and deployed my multi-page static portfolio site from scratch using basic HTML/CSS and GitHub pipelines.

My current sprint/focus is studying analytics frameworks (AARRR funnel, North Star metrics) and Agile/Scrum structures to layer into my execution workflows.

For those who transitioned from ops or non-traditional backgrounds: What did you find was the biggest mental gap to close when moving from operational delivery to product strategy?

Also, if any senior PMs or hiring managers have 5 minutes to brutally roast my portfolio layout or resume framing, I'd love to drop a link or shoot over a DM.
Appreciate any advice!

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u/BeachShells99 — 1 day ago
▲ 18 r/prodmgmt+12 crossposts

I built a tool that tracks whether your code still matches the original requirement

Hey guys, I'm an engineer/lurker here who has built a new product called Stoney! I am the solo founder/engineer on this project.

I built this because requirement drift is one of those problems every dev team has but nobody has good tooling for. A requirement gets written, gets built, and then six months later something changes quietly and nobody connects it back to the original ticket. The failure mode I kept seeing: a requirement like "free tier users get 100 requests/day" starts as a Jira ticket, gets built out, and slowly drifts until different parts of your codebase enforce it differently. No alert fires. No test fails. A customer just gets a weird experience and nobody knows why.

Stoney connects the dots from ticket to code to live API. It builds a registry of the business rules your system actually enforces, watches your repos for drift, and when something breaks it shows you the PR that caused it, the ticket that authorized it, and who owns the rule.

Connect your GitHub, Jira, and Slack in a few clicks and you're running in under 10 minutes. No config files, no manifests.

Free tier is permanent, no card required. Would love honest feedback from anyone. Am I hitting the mark here or is there a gap in what you would expect to see? You can find my product at stoneydev.com

u/the_tiny_rock — 4 days ago

APM or founder's office which to choose and why ?????

I dont know how my future should look like in terms of career but right now i am associate product manager(Apm) with 8 month experience, and i am looking to switch the job. now i have 2 offers both at good startup and one is offering me founders office role one is offering me apm role. now what can my future look like with this roles? which should i select and why

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u/orak1692 — 4 days ago

pivoting to product management advice?

I have 4 years of experience in Quality Management, and am looking to pivot into Product Management. I am curious to talk to people working in the industry and see how transferable QA skills are and what the day to day is like in PM roles.

I would love to hear from anyone in these fields or who have made similar transitions and gain more insight. What helped you break in, and what should I focus on learning? What type of personalities do you have? What is your favorite parts and least favorite parts of your job?

Open to DMs as well for conversations, thanks!

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u/Pomegranate9468 — 4 days ago
▲ 6 r/prodmgmt+4 crossposts

Building Memory in AI

Suppose a PM shipped a care coordination agent. Week one, patient says "I've been getting chest pain in the evenings." Agent logs the note and demo looks great. Week three, same patient comes back "should I be worried about that pain again?" Agent replies: "What pain?"

By default, agents forget everything the moment a turn ends. If you want continuity, you build it yourself:

  • Context window: everything the model sees right now, fast, free to use, but has a token budget. As conversation gets longer the oldest turns fall off. When the session ends, everything disappears.
  • Scratchpad: working memory that survives across loop steps within a single task. If Patient says "book my follow-up and refill my prescription." Agent writes a note, calls calendar tool, updates note as it completes it. Without this, the agent forgets what it already did and repeats what its supposed to do once. Simplest implementation is a JSON object the agent reads and writes every turn.
  • Vector store: At the end of each conversation, the agent summarizes the important parts. In our example things like diagnosis, medications, follow-up dates, embeds it and stores it with a patient/user ID. Next session, before replying, it searches the archive. So when needed that note flows back into the context window. Now the agent has continuity across sessions.

Thus Memory is a product decision, not a model feature. Your job is designing what gets summarized, what gets stored, what gets retrieved.

You can checkout this video from SkillAgents YT for more details. Subscribe for similar content.

u/InfamousInvestigator — 5 days ago
▲ 3 r/prodmgmt+1 crossposts

Apple Product Manager interview

I have a 30-minute Webex interview with the hiring manager, and it’s my first time interviewing with them.

Given where I am in my job search, this opportunity is very important to me. I really want to prepare well because I’m not sure how long it may take to find another opportunity if this doesn’t work out.

Could you please advise me on how to prepare for a 30-minute hiring manager round, what topics I should focus on, and what I should expect during the interview?

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u/Necessary-Record4639 — 7 days ago

I'm 5 months into my PM role and still feel like I'm all over the place. Need advice

I work for a SaaS startup and we are actively building and refining our platform. They just gave me the keys to Jira and access to the dev slack channel. I have to report to my CEO and CTO/product lead. I feel like the expectations are high and I keep dropping the ball. We have to test and iterate fast. Just need some advice on how to structure myself be more professional and show them I have a handle on things. I feel like they don't do things the "traditional" way so I'm having a bit of trouble implementing the things I've learned from free online courses to the actual role. Also need some resources on how to make myself a better PM. I would hate to start losing work/ get important things passed off to other people (already happening unfortunately).

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u/Evening-Singer8810 — 7 days ago

Tracking Unplanned Work advice

Hi,
My team which is fairly immature in the way it operates, currently uses Jira Kanban and works in quarters. They are a security team so they get a lot of unplanned reactive work, but haven’t ever really tracked this so can’t see on average how much unplanned work comes in that they pick up.

Wondering if anyone has any tips as to how I can best track this in Jira so it’s easy to report on?

My initial idea was to have a simple epic that would act as a bucket e.g. Q4 - Unplanned Work and within that would go the unplanned work, using a combination of issue types such as Support, Incident, Bug etc and Labels to help theme the unplanned work that comes in. I want a good approach to start tracking and see a good 3 months of data so I can see where the team is spending their time.
Remember it’s. Security team similar to a DevSecOps so it’s part operational

Anyone have any other ideas for me to try?

Thanks in advance!

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u/Tayto95 — 7 days ago

Microsoft PM interview — what does “live coding” mean?

Interviewing for an AI PM role at Microsoft. Recruiter said the first round may test “code- brush up on fundamentals” and involve live coding.

Anyone know what this actually means for PM interviews?
LeetCode-style coding? ML fundamentals? SQL/Python?

Would appreciate any recent experiences.

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u/Hummer_506 — 9 days ago

What are your biggest challenges with meetings?

I want to know what are typical challenges you face in regards to meetings. Barriers or Painpoints. Want to know if there are commonalities.

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u/SpecialistAshamed470 — 10 days ago

Productboard vs Dovetail vs BuildBetter for product feedback at 100+ enterprise accounts?

evaluating platforms to replace a homegrown notion & spreadsheet setup that broke under volume, and would appreciate real takes from PMs who have run any of these at similar scale.

we're at 110 enterprise b2b accounts, running around 250 calls a month between Gong and product discovery sessions, plus around 1500 support tickets that currently get triaged in Zendesk without ever feeding back into the product loop.

shortlist is Productboard, Dovetail, and BuildBetter, and each is being pitched as the right call for our shape, but the public material reads similar enough across the 3 that it's hard to tell where the differentiation lives without operator scars.

specifically trying to compare:

- theme clustering accuracy across mixed call + ticket inputs

- integration depth with linear for converting themes into roadmap items without manual relay

- pricing at our volume since the pricing pages is no longer honest above 50 seats

- and which platform's PM hours fall versus which one just gives us prettier dashboards

if you've gone through this eval at 75+ enterprise accounts recently, willing to share which one shipped and which one had a hidden constraint that broke the model after onboarding?

thanks!

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u/Majestic_Shoulder188 — 11 days ago

Which role should I go for if I want to pursue Product Management?

Hi everyone, looking for some advice on which job would align with my career goals:

Role 1: Project Manager at an A/B Testing Agency

  • Manage cross-functional teams of 5–10 people running A/B tests from idea to analysis
  • Build and maintain a testing roadmap of 10–20 experiments
  • Main point of contact for clients and internal teams

Role 2: Product Strategist Associate at an AI & Data Science Training Platform

  • Maintain and communicate roadmap, track progress, flag risks, and update stakeholders
  • Research market and competitor research, and develop business cases
  • Coordinate product launches and feature releases across marketing, sales, and support
  • Coordinate customer interviews, surveys, develop positioning and user personas, create sales enablement materials
  • Design and build AI-powered support bot and track performance
  • Audit workflows, embed AI tools, and maintain documentation

About me:

  • 1 year 5 months of experience as a Product Owner at US-based startup but because of lack of structure + product not being launched, I feel like I haven't learned or done much so looking to gain skills.
  • Got laid off from the product owner role due to company restructuring
  • Bachelor's in accounting & finance
  • Goal: Pursue Product Management
  • Plan: Pursue an MS in Information Technology or Product Management in the US next year, then find a PM role at a company that sponsors H1B

Which role is better for me?

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u/No-Risk-8084 — 13 days ago