Marketing / GTM / Customer Signal Analytics

I built an AI marketing team
to run my job search.

I stopped guessing what the market wanted.
Now I read the signals and change the next move.

A live Candidate GTM pipeline
01
Market Research Which opportunity deserves the next hour ↳ every call on record, with reasons Pursue / Stop
02
Audience Strategy Great copy, wrong reader — still zero ↳ one brief — every station reads it Target / Re-map
03
Positioning & Messaging True proof, made legible to one buyer ↳ proof package · blind cold-read Defend / Flag Gap
04
Marketing Operations Verified by me before it ships ↳ no write-back, not done Release / Block
05
Lifecycle Operations Silence is a signal, not an answer ↳ status is the single truth Follow up / Wait
06
Revenue Analytics Fix the rules, the targeting, or me? ↳ numbers that change next week Revise / Hold
Johanna Fan
Johanna Fan

I read the pipeline · spot the stall · decide where the next hour goes

  1. SIGNALA blind cold-read flagged one unclear claim
  2. JOHANNA’S CALLReorder the resume proof
  3. WRITE-BACKCarry the learning into the next brief
BUILT · RUNNING DAILY SINCE FEB 2026
01 · Read the demand, qualify hard
1.7%
02 · Present the product in the buyer's language
130+
each tailored resume rewritten for that one buyer
03 · Take it to the right people, first
318
each one a designed opening for that one person
04 · Ship every week
15 / week
median across shipping weeks
FEB → JUL · one bar per week · quiet weeks = hardening the workflow
03·The hiring bar

The hiring bar, in their own words:

All from my own June–July 2026 application pipeline — read in full before applying.

DoorDash · Associate, Revenue Operations “Use AI Tools to automate, streamline, and dramatically improve the efficiency…”Live JD · July 2026linkedin.com/jobs/view/4435603679Salesforce · Analyst, Product Growth & GTM Strategy “Innovate and automate work processes using the latest analytics and AI tools.”Live JD · July 2026linkedin.com/jobs/view/4441634706SharkNinja · Applied AI & Analytics Co-op “Develop and test agentic workflow prototypes that reduce manual effort…”Live JD · June 2026linkedin.com/jobs/view/4396563934Paylocity · Marketing Innovations Associate “Using, building, and shaping AI-driven workflows and agents that improve how work gets done.”Live JD · July 2026linkedin.com/jobs/view/4440355487Charlie Health · Growth Strategy Analyst, GTM Data “Read, debug, and validate queries (including AI-generated ones).”Live JD · June 2026linkedin.com/jobs/view/4415733742Muck Rack · Media Insights Associate “Apply critical thinking and human judgment when interpreting AI-assisted outputs.”Live JD · July 2026linkedin.com/jobs/view/4437572996Trend, Inc. · Account Manager Assistant “Reviewing and fact-checking AI-generated output before it reaches clients.”Live JD · July 2026linkedin.com/jobs/view/4428371503KLAS Research · Associate Analyst “Leverage AI-enabled tools while applying sound judgment and maintaining accuracy.”Live JD · July 2026linkedin.com/jobs/view/4444675442Mercury · Revenue Strategy “…leverage AI and other emerging technologies to accelerate workflows, automate manual processes…”Live JD · June 2026linkedin.com/jobs/view/4397587212Suki · RevOps Analyst, AI & Automation “Design, build, and operate AI agents and automations for recurring RevOps workflows…”Live JD · July 2026linkedin.com/jobs/view/4442928761Eightfold AI · Marketing Campaign Specialist, Agentic AI “…AI-assisted workflows that improve speed, quality, and outcomes across the entire funnel.”Live JD · July 2026linkedin.com/jobs/view/4445333298F5 · AI Sales Intelligence Analyst “Build and maintain conversational AI agents that answer sales, pipeline, bookings… questions…”Live JD · July 2026linkedin.com/jobs/view/4410262027Phenom · Revenue Intelligence Strategist “Leverage AI agents and intelligence platforms to identify buying signals across target accounts.”Live JD · July 2026linkedin.com/jobs/view/4432858388DoorDash · Associate, New Verticals Strategy & Operations Build with AI. You’ll use AI tools to automate manual processes, build new prototypes…”Live JD · July 2026linkedin.com/jobs/view/4420777191GNC · Customer Insights Analyst “Hands-on proficiency with AI tools for research and insights workflows — including LLM-based analysis…”Live JD · July 2026linkedin.com/jobs/view/4416944678URBN · Anthropologie Consumer Insights Analyst “Preferred experience in leveraging AI platforms (such as Claude) for data analysis and visualization.”Live JD · June 2026linkedin.com/jobs/view/4397294803
What they’re actually buying:
01 Manual effortworkflows that run

— automate repeat work, then run it every cycle.

02 AI outputwork you can trust

— people set the context, validate the result, and own what ships.

03 Prototypehow work gets done

— built fast, checked by people, kept because it works.

04·About Johanna

Customer insight changes what gets built.

That's why I do marketing analysis.

2023 Group-buying community · Co-founderMade recommendations relevant — not discount-led. 30→600 members
2024 Campus marketing · 8 eventsUsed audience response to sharpen the message. +35% attendance
2025 B2B SaaS · Customer SuccessTurned recurring client needs into shared product direction. 12 clients → 6 shared specs
NOW Candidate GTM PipelineThe product is me. Every market signal ships a better version. Live · running daily
Johanna Fan
Johanna Fan
Gonzaga University · Triple Major · 2026

The next market I want to read is your team.

Hiring? You already have my application — a reply is all it takes; I'll handle the rest.

Not hiring? Send a signal anyway — a gap, a team I should study, a hard truth. Every signal becomes the next version. This page is one.

Leave a signal here
0 / 8,000

Introducing me to someone? Just say: “She runs her own job search as a live GTM pipeline — and she built the team that runs it. Worth a conversation.”

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