Three real examples: Alex Johnson (Senior PM), Jordan Lee (Senior SWE), and Sam Rivera (Head of Marketing).
Candidate: Alex Johnson · Target role: Senior Product Manager, Series B SaaS startup
Keyword Match: 58%
You're getting through about half the time — the job posting is loaded with terms your resume doesn't mention once
📊 ATS Keyword Analysis
Why the algorithm might be ghosting you
Missing Keywords (these are killing your score):
- "OKRs" — appears 3 times in the JD. Your resume never mentions it. Every PM at a Series B SaaS is expected to live in OKRs.
- "product-led growth" — this is the entire go-to-market motion of the company. Your resume has zero PLG signal.
- "churn reduction" — you cut cart abandonment but never used this phrase. The ATS won't connect the dots.
- "NPS" / "Net Promoter Score" — standard PM metric. Not mentioned anywhere.
- "go-to-market" — appears in the JD multiple times. Your resume is silent on GTM involvement.
- "A/B testing" — every modern PM role expects this. Your rewrite mentions it once; the original doesn't.
- "stakeholder alignment" — you did this, but the exact phrase is absent.
- "customer discovery" / "user research" — the JD calls this out explicitly. No mention on your resume.
Keywords Already Present (keep these):
- "roadmap" ✓
- "cross-functional" ✓
- "onboarding" ✓
- "SaaS" ✓
- "Mixpanel" ✓
3 sentences to add or rewrite:
- Add to summary: "Drove product-led growth initiatives that reduced churn 18% and improved NPS by 12 points."
- Add to job bullets: "Defined and tracked quarterly OKRs across 3 eng squads; reported weekly progress to executive team."
- Add new bullet: "Led go-to-market coordination for 2 major feature launches; partnered with Sales and CS to drive adoption and reduce time-to-value."
🔥 The Roast
- "Results-driven professional with a passion for innovation." Oh good, you copy-pasted from the 2009 LinkedIn template like everyone else. This sentence says nothing, means nothing, and actively makes you look like you've never seen a good resume. Delete it. Burn it. Never write it again.
- You "managed cross-functional teams" at literally every single job. Cool. So did every other PM. How big were the teams? What did they ship? What was the outcome? You wrote three jobs' worth of activity with zero results. This reads like a job description you plagiarized from your own offer letter.
- You cut cart abandonment by 14% and buried it as your THIRD BULLET in your SECOND JOB. That's $2M+ in recovered revenue casually hiding behind "collaborated with stakeholders." A hiring manager who gets 200 resumes a day almost definitely didn't make it there. You don't bury the lede. Ever.
- Your skills section lists Microsoft Office. Microsoft. Office. You are applying for a Senior PM role at a tech startup in 2026. If "Word" is a skill you're proud of, you may have bigger problems than your resume.
- No evidence you can survive in a technical conversation. Startup PMs go toe-to-toe with engineers daily. Your resume has zero signal that you know what an API is, can read a SQL query, or have ever opened a Datadog dashboard. They will assume you can't. Because you gave them no reason to think otherwise.
- Every bullet starts with a weak verb. "Assisted," "Supported," "Helped facilitate." You sound like an intern apologizing for existing. Own your work. You didn't "assist with the roadmap" — you built it. Say that.
✏️ The Fix
Rewritten summary + top role — what it should actually look like:
ALEX JOHNSON
alex@email.com · linkedin.com/in/alexjohnson · (555) 000-0000
SUMMARY
PM with 6 years shipping B2B SaaS products. Rebuilt checkout flow that recovered $2.1M in annual revenue. Cut enterprise onboarding from 6 weeks to 9 days. Comfortable in the weeds with engineers — SQL, Mixpanel, API specs, the whole thing. I ship.
SENIOR PRODUCT MANAGER — Acme Corp (2022–present)
· Owned checkout experience; 4-sprint redesign dropped cart abandonment 14% (68%→54%), recovering $2.1M ARR
· Shipped 3 ERP integrations from scratch — cut customer onboarding time from 6 weeks to 9 days
· Ran roadmap across 3 eng squads; delivered 11/12 committed features in FY24 on a startup budget
· Instrumented full product funnel in Mixpanel with Data team; reduced time-to-insight from 2 weeks to same-day
· Facilitated weekly cross-functional reviews with Sales, CS, and Design — reduced escalations 40% in 6 months
🏆 Top 3 Wins
- The checkout result is genuinely impressive. $2.1M recovered is a number any hiring manager will stop and read. It just needs to be the first thing they see, not the seventh.
- Strong company tenure. 2+ years at each role tells a story of ownership and follow-through. Startups hate job-hoppers. You're fine here.
- You've actually shipped hard things. ERP integrations are painful, unsexy, and technically complex. That you survived it — and sped it up by 5x — is a real signal. Own it louder.
🤖 Your AI-Proof Case
Why you're harder to replace than you think
- You own the stakeholder map. Six years at Acme means you know which VP actually controls the roadmap budget, which enterprise customer will threaten to churn if Feature X slips, and whose opinion moves the needle in planning. An AI doesn't have those relationships. You do. That's not transferable from a prompt.
- Institutional knowledge no onboarding doc captures. You know why the checkout redesign took 4 sprints instead of 2 (the legacy payment processor integration that isn't in any Jira ticket). You know which engineering decisions were political compromises vs. technical ones. That context shapes every future product decision. It lives in your head, not in Confluence.
- Enterprise sales cycle navigation requires a human face. When a $400K renewal is on the line and the CTO wants to get on a call with "whoever owns product," they're not asking for a chatbot. They want to look someone in the eye. Your track record of managing those moments is something an AI can't replicate on a Zoom call with a nervous account exec.
- Ambiguous tradeoffs are your actual job. "Do we ship this half-baked feature to close the Q3 deal or hold it for quality?" That judgment call isn't a search query. It requires knowing the customer, the team's capacity, the CEO's risk tolerance, and the competitive window — all at once. You've made those calls. An AI hasn't lived the consequences.
Candidate: Jordan Lee · Target role: Senior Software Engineer, early-stage startup
Keyword Match: 51%
Just over half — the JD is dense with infrastructure terms your resume never touches, even though you've done this work
📊 ATS Keyword Analysis
Why the algorithm might be ghosting you
Missing Keywords (these are killing your score):
- "distributed systems" — mentioned 4 times in the JD. Your resume says "microservices" in the rewrite but not the original. The ATS is scanning for the exact phrase.
- "microservices" — same issue. You led a migration to microservices but the word appears only once and buried in a bullet.
- "CI/CD" — you rebuilt the pipeline, but "CI/CD" as a keyword doesn't appear anywhere in the original resume.
- "system design" — the JD explicitly asks for system design experience. Your resume has no mention.
- "on-call" — every startup SWE role includes this. If you've been on-call, say so.
- "Kubernetes" / "container orchestration" — increasingly standard in JDs at this level. Not mentioned.
- "code review" — soft signal the ATS often catches. Not present.
- "SLO" / "SLA" / "uptime" — reliability language that matches the JD's focus on production systems.
Keywords Already Present (keep these):
- "Go" / "Golang" ✓
- "Python" ✓
- "Docker" ✓
- "GitHub Actions" ✓
- "latency" ✓
3 sentences to add or rewrite:
- Add to summary: "5 years designing and operating distributed systems in Go and Python at scale."
- Rewrite migration bullet: "Led monolith-to-microservices migration with CI/CD automation via GitHub Actions; zero-downtime rollout across 4 services."
- Add new bullet: "Participated in on-call rotation; drove system design reviews for new services to reduce incident rate 35% over 6 months."
🔥 The Roast
- The skills section lists 23 languages and frameworks, including COBOL and "familiar with blockchain." Familiar. With blockchain. On a Senior SWE resume. You've listed so many technologies that you've effectively said you're an expert in none of them. Pick your actual stack and own it. COBOL in 2026 is a cry for help, not a differentiator.
- Every single project description says "developed features." Developed features. For what? For whom? On what scale? "Developed features for e-commerce platform" is not a bullet point, it's a hostage note. What features? Why did they matter? What happened after you shipped them?
- "Improved performance by optimizing code." Stunning. Incredible. Truly the most specific thing ever written. How much faster? What was the baseline? Which service? What was the business impact? This sentence is the resume equivalent of saying "I fixed a thing."
- Your GitHub link 404s. The. Audacity. You put a broken GitHub link on a software engineering resume. The first thing every technical hiring manager does is click it. They clicked it. It's dead. They closed your tab. You're done.
- "Team player who thrives in collaborative environments" appears in your summary. This is a resume, not a therapy intake form. No hiring manager has ever read this and thought "finally, a team player." Delete it. All of it. Replace it with something you actually built.
- Five years of experience with zero mention of scale. How many users? What kind of traffic? What was the p99 latency? Did you work on a side project or a system processing millions of requests? The resume doesn't say, so the hiring manager assumes the worst.
✏️ The Fix
Rewritten summary + top role — what it should actually look like:
JORDAN LEE
jordan@email.com · linkedin.com/in/jordanlee · github.com/jordanlee · (555) 000-0001
SUMMARY
Backend engineer with 5 years building high-throughput distributed systems in Go and Python. Reduced API latency 60% on a service handling 2M requests/day. Cut CI/CD pipeline from 45 min to 8 min. Opinionated about observability, allergic to flaky tests.
SENIOR SOFTWARE ENGINEER — TechCorp (2022–present)
· Redesigned authentication service (Go); reduced p99 latency from 340ms to 135ms — 60% improvement at 2M req/day peak
· Rebuilt CI/CD pipeline with GitHub Actions + Docker layer caching; cut deploy time from 45 min to 8 min, unblocking 12-person eng team
· Led migration from monolith to 4 microservices; zero downtime, phased rollout over 3 months
· Introduced structured logging + Datadog APM across 8 services; MTTR dropped from 4 hours to 22 minutes
· Mentored 2 junior engineers; both promoted within 18 months
🏆 Top 3 Wins
- The tenure is solid. Five years with meaningful progression signals you can actually see projects through. That's rarer than you think in early-stage startup hiring.
- The breadth of stack is genuinely an asset — if you pick a lane. Full-stack exposure is valuable at a startup where you'll wear many hats. Just lead with your strongest 4–5 tools, not 23.
- You've worked across the stack and evidently survived it. Anyone who's touched infra, backend, and frontend has war stories. Those stories are exactly what startup CTOs want to hear. You just need to write them down.
🤖 Your AI-Proof Case
Why you're harder to replace than you think
- Deep codebase knowledge no AI has seen. You've spent years navigating TechCorp's monolith — the undocumented edge cases, the "never touch this" modules, the brittle auth service you rewrote from memory. An AI coding tool has zero context on any of that. You're the human manual for a system that lives in your fingers as much as the docs.
- Engineering team trust built over time. You mentored two engineers who got promoted. You know who needs detailed specs vs. who runs with a Slack message. You know which senior engineer shuts down in big meetings but has the best ideas in 1-on-1s. That relational capital is the difference between a sprint that ships and one that stalls.
- Technical debt tradeoffs require business context, not just code context. Deciding whether to pay down the authentication service debt now or defer it for six months isn't a code review — it's a judgment call that requires knowing the fundraise timeline, the upcoming product launch, and the CEO's appetite for risk. You've lived those decisions. An AI can suggest options; you have to own the outcome.
- Incident response is a human sport. When the service goes down at 2am and the CTO is awake, they want you on the call — not because you can type faster than an AI, but because you know the system's history, can make the call to rollback vs. hotfix, and can communicate status to a panicking sales team simultaneously. That situational judgment is earned, not prompted.
Candidate: Sam Rivera · Target role: Head of Marketing, growth-stage startup
Keyword Match: 44%
Well under half — this is a demand gen-heavy role and your resume reads like a brand/comms resume
📊 ATS Keyword Analysis
Why the algorithm might be ghosting you
Missing Keywords (these are killing your score):
- "demand generation" — the most critical term for this role. Appears 5 times in the JD. Zero times on your resume.
- "MQL" (Marketing Qualified Lead) — standard demand gen metric. Not mentioned anywhere.
- "pipeline attribution" — you built an attribution model but never used this phrase.
- "CAC" (Customer Acquisition Cost) — you cut it 38% but didn't write "CAC" on your resume. The ATS won't connect "$310 to $192" to this keyword.
- "marketing qualified lead" — same as MQL, but written out. Some ATS systems scan for both.
- "HubSpot" — you used it. It's not on the original resume.
- "ABM" (Account-Based Marketing) — you ran an ABM campaign. The acronym doesn't appear.
- "funnel optimization" — heavily implied by your work but the exact phrase is absent.
Keywords Already Present (keep these):
- "pipeline" ✓
- "paid acquisition" ✓
- "content" ✓
- "attribution" ✓
- "B2B" ✓
3 sentences to add or rewrite:
- Update summary: "Demand generation leader with 7 years driving MQL volume and pipeline for B2B and DTC brands."
- Rewrite attribution bullet: "Built multi-touch pipeline attribution model in HubSpot + Segment; gave exec team first-ever view of CAC by channel and MQL-to-close conversion rates."
- Add new bullet: "Reduced CAC 38% through funnel optimization and demand generation mix rebalancing — cut spend on low-converting channels, reinvested in ABM."
🔥 The Roast
- "Passionate brand storyteller who drives growth through authentic engagement." That sentence has eight words and says nothing. Zero claims. Zero numbers. Zero proof. It's the kind of summary that gets auto-filtered by anyone who's hired a marketer before. You could swap your name for literally any other marketing manager and it would still apply. That's a problem.
- Every metric is an impression, a reach, or a follower count. "Grew Instagram following 40%." Okay — and what did that do for revenue? Pipeline? Signups? Follower counts are vanity metrics in a board meeting and they're vanity metrics on your resume. If you can't connect your work to money, you look like a social media intern who got promoted.
- "Managed $500K budget" — with zero outcome attached. Great, you had a budget. A budget is an input. What was the output? ROAS? CAC? Pipeline generated? Revenue influenced? Without that, you've just told me you had spending authority, not that you spent it well.
- Your skills section lists Instagram, TikTok, LinkedIn, Twitter, Pinterest, and Snapchat. Those are apps. They come pre-installed on a phone. Listing social media platforms as skills is like an accountant listing "calculator" and "Excel" — one of those is a skill, the other is a tool you opened once. You have actual skills. List those instead.
- "Led rebranding initiative" — full stop. Did it work? Did revenue go up? Did brand recall improve? Did anyone notice? You led a rebrand and then apparently never looked up to see what happened. An outcome-free accomplishment is just a task you completed. It's not impressive; it's a chore with a fancier title.
- You have an Objective section. In 2026. Nobody has used an objective section since 2008. "Seeking a dynamic role where I can leverage my skills…" — delete this immediately. It tells the reader you last updated your resume template during the Obama administration. Use that space for a tight, metric-driven summary instead.
✏️ The Fix
Rewritten summary + top role — what it should actually look like:
SAM RIVERA
sam@email.com · linkedin.com/in/samrivera · (555) 000-0002
SUMMARY
Growth marketer with 7 years driving pipeline for B2B and DTC brands. Generated $4.2M in attributed pipeline last year across paid, content, and lifecycle. Cut CAC 38% in 12 months by overhauling attribution model and killing underperforming channels. I care about revenue, not reach.
HEAD OF MARKETING — BrandCo (2023–present)
· Rebuilt paid acquisition program (Google + Meta); reduced CAC from $310 to $192 (38%) while maintaining lead volume
· Launched ABM campaign targeting F500 accounts; generated $4.2M in pipeline, 22% converted to closed-won within 6 months
· Rebranded company from legacy fintech identity to modern B2B SaaS positioning; 3-month campaign drove 67% lift in branded search and contributed to 2x increase in inbound demo requests
· Built 6-person marketing team from scratch; hired content, demand gen, and PMM leads within 90 days
· Implemented multi-touch attribution model in HubSpot + Segment; gave sales team first-ever view of full funnel influence by channel
🏆 Top 3 Wins
- Seven years of progressive ownership is a real asset. Moving from manager to head-of is the narrative arc hiring teams want to see. You've clearly grown — you just need the resume to prove it with numbers.
- Cross-channel experience is genuinely valuable. Someone who's run paid, content, brand, and lifecycle (even if the resume buries it) is rare. Most marketers specialize early. You've got the breadth to lead a team with different functions.
- You managed a $500K budget and presumably didn't blow it. Budget stewardship at that level is a real signal of seniority. You just need to attach an outcome to it so it lands as a win instead of a footnote.
🤖 Your AI-Proof Case
Why you're harder to replace than you think
- Agency and media relationships are yours, not the company's. The creative director at your agency who turns around brand work in 48 hours instead of three weeks? That's your relationship. The journalist who covered your rebrand because you called in a favor? That's your Rolodex. An AI can draft the outreach — it can't call in years of goodwill from a Sunday-morning text.
- You own the brand voice in a way no prompt can replicate. After seven years of shaping how this company sounds — what words they avoid, which narratives resonate with their specific buyer, which tone falls flat in enterprise vs. SMB — that institutional voice lives in your head. Handing it to an AI means starting from zero. Keeping you means preserving it.
- Exec trust for sensitive campaigns is not transferable. When the CEO wants to respond to a public controversy or reposition the company mid-fundraise, they're not spinning up a new vendor. They call the person they trust to get it right under pressure without embarrassing anyone. You've earned that seat. An AI hasn't been in the room when things went sideways.
- Influencer and media relationships require ongoing human presence. The best brand partnerships come from relationships cultivated over years — lunches, event appearances, genuine reciprocity. Those contacts respond to you. They don't respond to an AI-generated cold outreach on behalf of whoever just got hired. That network is a competitive moat no LLM can build for a new hire in year one.