Become the operator.Product managers
Stop using AI as fancy autocomplete. In one live weekend, build a private PM Operating System on your own Jira, feedback and warehouse data — and keep it forever.
Live across two weekend days. Application-only, 24 seats. One lead instructor, two floor coaches. You leave with the system, not the notes.
operator@skaai ~ %pm-os run --question "which onboarding step is bleeding activation?"
→warehouse-agentquerying…
→roadmap-prioritizerscoring backlog…
→defense-briefdrafting…
status:ready for Monday's roadmap review
You own the outcome. You don't own the time.
You sit between engineering, design, data, sales and execs — responsibility without authority. Everything is your job, and that's exactly the problem. Fifteen-plus hours a week go to meetings and Slack while you play mission control between teams. The real work — PRDs, feedback synthesis, the Friday update, the roadmap deck — gets shoved into nights and weekends.
You submit a ticket for a dashboard and wait a week; by the time it lands, the data is already stale and the decision has moved on. The feedback firehose takes two to three days to synthesize by hand, so insights arrive too late to matter. And in the meeting that counts, with no data ready in the room, the HiPPO wins — every time.
You already live in Claude, ChatGPT and ChatPRD. But it's fancy autocomplete. It's 80% there and confidently wrong, and proof-reading the slop is its own job. Meanwhile the bar just moved: PMs who operate AI replace the ones who only prompt it. You don't want another tool. You want to own the system.
"Everything is our job" should be a superpower. Right now it's a tax.
From human integration layer to operator.
AI is fancy autocomplete; you re-write its 80%-there drafts
A PRD agent drafts in your template and voice, self-critiques, then hands you open questions to decide
Feedback synthesis eats 2–3 days of manual affinity-mapping
A VoC pipeline returns a ranked, quote-backed opportunity report in hours
Friday status update built by hand, every week
A scheduled agent pulls Jira + Slack + analytics and posts the update for you
Submit a ticket, wait a week, get a stale dashboard
Ask the warehouse a plain-English question, get the answer in minutes
Competitor tracking goes stale or burns hours you don't have
An always-on watch updates a living battlecard while you sleep
You walk into the roadmap fight with an opinion
You walk in with the data and an auto-drafted defense brief
20 tools, copy-pasted by hand — you're the API nobody designed
One orchestrated PM OS; the artifacts hand off to each other via MCP
Skills evaporate when the tool changes next quarter
You own the patterns — context, evals, orchestration — that outlast any tool
Same week. Different operator. The difference is a system you built and kept.
Nine reusable systems. Built on your data. Yours forever.
- SKILL + CONTEXT
Operator Profile
Your personal CLAUDE.md + Claude Project encoding your product, stack and voice, plus a redact-then-prompt privacy skill. Every other artifact reuses it.
- AGENT + MCP
PRD Co-Pilot
Turns a one-paragraph brief into a review-ready spec in your template, then pushes structured epics and stories to Linear or Jira.
- WORKFLOW
Voice-of-Customer pipeline
Ingests transcripts, tickets, NPS and reviews; returns a ranked, quote-backed opportunity report on a schedule. Optional ask-my-users RAG chatbot.
- AGENT
Friday stakeholder-update agent
Pulls Jira/Linear, Slack and analytics, drafts team and exec versions in your voice, posts to Slack every Friday. Fans out to release notes and enablement.
- WORKFLOW
Competitor-watch battlecard
Monitors competitor sites, changelogs, pricing, G2 and news; surfaces only what changed; keeps a living battlecard fresh in Notion or Sheets.
- DASHBOARD + MCP
Self-serve metrics agent
Text-to-SQL against your warehouse or analytics. Ask in plain English, get charts in minutes, pin them into a dashboard you own.
- APP
PM-Prototyper kit
Idea or Figma screenshot to a deployed, clickable prototype you can test the same day, plus a script-to-video demo.
- SKILL
Evals harness
A golden dataset, an LLM-as-judge rubric and a scorecard to spec and de-risk the AI features you now own — the 2026 defining AI-PM skill.
- WORKFLOW
Roadmap-defense workflow
RICE scoring on real reach and effort plus an auto-drafted why narrative, exec brief and deck. Win the HiPPO fight with evidence.
ALL ORCHESTRATED INTO ONE COMMAND CENTER → THE PM OPERATING SYSTEM
The PM Operating System.
Not nine disconnected toys. One chained system, built end-to-end on your real data, where every artifact feeds the next. Your Voice-of-Customer pipeline feeds your PRD agent. Your text-to-SQL warehouse agent feeds both your dashboard and your weekly update. Competitor-watch keeps the battlecard fresh. The evals harness guards quality. The roadmap-defense workflow turns real reach and effort into a HiPPO-proof brief and deck — all orchestrated from one Claude Code control room via MCPs.
- VoC pipelinefeedback in
- PRD agentdrafts spec
- Warehouse · text-to-SQLasks the data
- Self-serve dashboardcharts, pinned
- Stakeholder updateposted Friday
- Roadmap defenseHiPPO-proof brief
Every artifact hands off to the next through one Claude Code control room (MCP). The evals harness guards quality across the whole chain.
On Sunday afternoon you run the full chain live: a real product question → data → a prioritized roadmap slice → an auto-drafted defense brief and deck. The exact thing you'd walk into Monday's roadmap review with — except you built it, and you keep it.
TIME BACK
Aim to reclaim roughly 5–15 hours a week from PRDs, updates, synthesis and competitor tracking
PRD DRAFTING
Targeting a meaningful cut in first-draft time
SYNTHESIS
Days of manual affinity-mapping down toward hours
TIME-TO-INSIGHT
Warehouse questions answered in minutes, not a week's ticket wait
THE HiPPO FIGHT
Walk in with data and a defense brief, not an opinion
Reclaim the week.
Kill the four daily time-sinks. By end of day you own a PRD agent, a VoC pipeline, a Friday update agent and an always-on competitor-watch — running, posting, reusable forever.
- 12:30
Lunch
Floor coaches unblock setup and data prep.
- 18:00
Day 1 close
Recap the leverage curve; preview Sunday's shift from saving time to creating leverage.
Become the operator.
Answer your own data questions, prototype your own ideas, de-risk the AI features you own — then wire it all into one PM Operating System and walk out with a HiPPO-proof brief generator.
- 13:00
Lunch
Coaches review prototypes; prep capstone data.
- 17:00
Demos + artifact-swap
What operator looks like in front of the room.
- 17:45
30-day operator plan
Defending against tool churn: own the patterns, not the tools.
The honest version.
What we promise, and what happens if we miss.
Every session is truly live.
No pre-recorded live. One lead instructor, two floor coaches, 24 seats.
Every artifact is delivered.
You leave the weekend with the systems built and running on your data. Kept forever.
Zero upsell, ever.
$500 is the price. There is no back-end ladder, no advanced tier waiting for you.
Transparent dual pricing.
$500 USD · Rs 41,500 INR. No-cost EMI and UPI in India.
Honored money-back guarantee.
Sit the first day. If you don't walk out with at least one running, reusable artifact on your own data, ask for a full refund and we pay it.
The restraint is the proof. If it were thin, we'd need a countdown timer.
What to bring.
Accounts & install
≈45 min pre-work — we also walk setup live Saturday 09:00- Laptop with Claude (Pro/Max) and ChatGPT (Plus).
- Free Claude Code install — guided in pre-work and again live.
- Run the "hello agent" pre-work so you arrive warm.
Your real, shareable artifacts
the workshop runs on these- 1 messy brief or PRD.
- 5–20 anonymized feedback items, interview transcripts or support tickets.
- Read-only access or an export of your analytics (Amplitude/Mixpanel), or a CSV from your warehouse.
- View access to your Jira or Linear.
Privacy pre-work
sent 5 days before- A redaction and privacy checklist. Drop your artifacts into the provided redaction template so nothing sensitive leaves your control. We teach a local-first, redact-then-prompt method.
Experience
operator-grade, not beginner theater- No coding experience required — natural language end to end. Senior and Group PMs welcome; this is operator-grade, not beginner no-code theater.
The outcomes you're here to build.
“Stop writing PRDs on Sundays — build an agent that drafts them in your template and an evals suite that tells you when it's actually good.”
Product · the outcome you build
“A text-to-SQL agent that takes your questions off the data team's queue, so you answer most of them yourself, in minutes.”
Product · the outcome you build
“Walk into a roadmap review with the data and the defense brief ready — the HiPPO fight over before it starts.”
Product · the outcome you build
Industry context
- AI has moved from novelty to daily tooling for product teams — PRD drafting and research synthesis are among the most common uses.
- The PMs pulling ahead aren't the ones who prompt the most; they're the ones who own reusable systems on their own data.
Who runs the room
- Lead operator: a practicing PM / AI-PM who has shipped real systems, running the room live.
- Two floor coaches: practitioner operators who unblock setup and stack-fit one-on-one.
Walk in Monday with the system.
One live weekend. Your real data. Nine reusable artifacts orchestrated into one PM Operating System you keep forever. Stop proofreading slop and waiting on the data team. Become the operator your team can't replace.
Application-only. We review every application and reply within a few business days. On acceptance you receive a private checkout link.
Build. Ship. Keep. Become the operator.