Use cases

Repeat the work worth keeping.

MPV is designed for recurring client, product, growth, research, and operational work where the context and method matter as much as the answer.

Founder workflow

Turn rough thinking into decisions the team can use.

Convert notes, calls, and product context into a feature spec or decision memo.

Open the public starting point

Inputs: Rough notes, screenshots, project history
Operator: @Product Operator
Playbook: /Feature Spec Builder
Knowledge: #Product Context
Output: Implementation-ready brief
Review: Scope, trade-offs, acceptance criteria

01Recurring jobs

Start with the work, not an abstract feature.

Each story names the input, operating system, output, and review decision.

FounderImplementation-ready briefConvert notes, calls, and product context into a feature spec or decision memo.MarketerPrioritised conversion fixesAudit a page, shape campaign angles, or repurpose one source into a channel-ready system.BuilderScoped implementation planTurn research and product intent into a technical plan that can survive handoff.OperatorOwned action planRun onboarding, monitoring, reporting, and support work with visible sources and review.

02Output proof

Different jobs, the same durable standard.

The output should be useful, reviewable, and ready to become future working context.

Example workspace run

Landing page audit

Reviewed

Seven fixes grouped by impact and effort, with the run trace attached.

Source

Screenshot + brand context

P1Clarify the hero promise
P1Separate preview and sign-in paths
P2Reduce mobile explanation depth

Example workspace run

Decision memo

Ready to share

Evidence, trade-offs, recommendation, and open questions in one reviewable document.

Source

Research notes + project decisions

DecisionShip the focused route model
Trade-offMore pages, clearer intent
OpenAccess-request policy

Example workspace run

Campaign system

Reusable

A reusable angle set, channel adaptations, and the source material behind them.

Source

Offer + ICP + voice guidelines

AngleAI work that survives the session
ChannelsLanding page, email, social
ReviewClaims checked against sources

Choose a starting point

Use a public resource once. Package the method when it repeats.

Browse the library Open workspace