Your personal AI assistant for product management
Your context. Your priorities. Your assistant.
Give ProdMoh the context. It helps you plan the work, track progress, untangle dependencies, and prepare updates for your manager or product head. Keep the details at your fingertips and know what to do next.
Built for individual PMs and the work on their plate. Free starter credits. No card required.
Products we build and ship with ProdMoh.
Find your starting point
An update due? A team blocking you? Pick what is on your plate and leave with a checklist you can use right now.
No sign-up. No credits. A practical starting point.
Your next move
Start with one initiative. Separate what changed from what needs a decision.
With your initiative context in ProdMoh, draft a sourced update you can review and share.
Set up my update Free starter credits. No card required.Your week, handled
Tell ProdMoh what you are working on and paste the context you already have. It keeps track of who owes you what, what changed and what is coming up, then tells you what needs you today. You review everything and make the calls.
A daily to-do ranked by rules you can read: overdue dependencies, dates at risk, approvals made out of date by a scope change, reviews coming up.
Chase Priya: “Email API” is overdue
Observed Required by 13 Nov for the Friday launch.
Source: Dependency • updated 2 days ago
Pick initiatives and a period. ProdMoh drafts progress, changes, blockers and asks for your manager or product head. Every line points to the record behind it.
Blockers
Email API date not confirmed by Priya Shah. [E1]
E1 Dependency “Email API supports team invites”, 9 Nov
Record who you are waiting on, what it unblocks and when you need it. Unconfirmed, late and overdue items come back to you with a follow-up ready to send.
To Priya Shah
Hi Priya, quick check on ‘Email API supports team invites’ for the Friday launch. We need it by 13 Nov. Can you share a date you can commit to?
You send it yourself. ProdMoh never does.
Before: what changed, open decisions and what to ask each attendee. After: paste your notes, review the proposed updates, and only what you approve is saved.
Ask Maya
Is the 13 Nov date for the email integration confirmed?
After the meeting: 3 proposed updates to review
Plan four quarters, work in the current one, and zoom into any quarter. Items linked to PRDs are checked against real dates. Moving a commitment needs a reason, and the history is kept.
At risk PRD “Invites v2” targets 20 Jan, after Q4 ends.
Goals, users, constraints and a decision log that stay until you replace or resolve them. The assistant uses them in every answer, however long ago they were decided.
Beta is limited to 100 teams.
Beta is limited to 50 teams. Replaced 3 Jun
From the pricing review notes
Examples are illustrative.
An assistant you can check
“Can I commit to Friday?”
The PRD targets Friday, but two things are not confirmed.
Before you commit to Friday:
Illustrative. ProdMoh answers from what you recorded, and names the gaps instead of sounding certain.
A week with ProdMoh
The email integration your launch needs is still unconfirmed, and the launch is in 4 days. ProdMoh puts it first and drafts the follow-up.
ProdMoh proposes facts, decisions and risks, each with its quote. You confirm two, and the dependency date is updated.
The prep lists what changed since last week, the open decision on bulk invites, and what to ask her. Afterwards, your notes become reviewed updates.
The draft for your product head cites every line. You edit it and copy it into your own message. Next week starts from what changed.
Faster: The to-do, meeting prep and follow-ups are prepared from what you already recorded. You start from a draft, not a blank page.
Quality: Every item shows its source and whether it is observed, committed, inferred or unknown. Unconfirmed dates are named, never assumed.
Faster: Customer feedback becomes a PRD with user stories and acceptance criteria in minutes, not days.
Quality: ProdMoh Score rates strategic, market, and execution fit before anyone commits build time.
Faster: Developers load the PRD, stories, and constraints straight into their AI coding tool. No copy-pasting specs.
Quality: PRD-generated guardrails and eval plans tell the AI what it must do and must not break.
Faster: Release notes, GTM outlines, and sales enablement are drafted from the approved scope.
Quality: Release Gate tracks evidence for each scenario and gives an approve, block, or defer call. Code X-Ray flags risky diffs.
Faster: Your update for your manager or product head is drafted from what changed: progress, blockers, risks and asks.
Quality: Every initiative maps to a business goal, so over-concentrated or off-strategy bets are visible.
Building a feature with engineering
Follow one customer problem through your workflow. ProdMoh organizes the context and prepares outputs for you to review with engineering and your product head.
Customer feedback
“I invited my team, but nobody received the email.”
Customer Pulse → Opportunity
Make invitation status visible and let users retry failed invites.
ProdMoh Score prepares strategic, market, and execution signals to help you assess the idea.
PRD + acceptance criteria
Show pending, delivered, and failed invitations. Let an admin resend a failed invite.
Generated guardrails + eval plan
Restrict resends to admins. Prevent duplicate invitations. Test the retry flow.
ProdMoh drafts the scope, constraints, and checks. You review them with engineering before development.
In your MCP-connected tool
“Load the invitation PRD and stories. Review the requirements and guardrails before implementing retry.”
ProdMoh MCP → Coding assistant
PRD context + user stories
Acceptance criteria + constraints
The developer accesses saved context in Claude or Cursor and reviews the implementation there.
Release evidence
Human decision
Hold for retry evidence. Once approved, draft launch notes from the agreed scope.
Check code risks with Code X-Ray. Review test evidence in Release Gate before approving the release.
Across the workflow
Use Strategic Brief and Decision Queue to prepare answers about priorities and open decisions for your manager or product head.
Estimate the opportunity
Compare the work you do today with your expected effort using ProdMoh. Adjust each scenario to match your team, including review and correction time.
Illustrative assumptions, not industry benchmarks or measured ProdMoh results. These estimates do not predict bug reduction or time to market.
Turn customer feedback into a PRD, acceptance criteria, and guardrails for team review.
Hours per feature
8 hours potentially freed
67% less effort per feature in this scenario.
Calculation: current hours − expected hours. No savings are guaranteed.
Make requirements and user-story context available through MCP instead of repeatedly preparing handoffs.
Hours per developer / week
3 hours potentially freed
60% less effort per developer / week in this scenario.
Calculation: current hours − expected hours. No savings are guaranteed.
Start from a drafted update that cites what changed, instead of collecting status from Slack, tickets and notes by hand.
Hours per team / week
4 hours potentially freed
67% less effort per team / week in this scenario.
Calculation: current hours − expected hours. No savings are guaranteed.
Each card uses a different unit. Estimates are shown separately and are not added together.
The capabilities working for you
Give ProdMoh your initiatives, dependencies and product context. It keeps your week on track, drafts your updates, and helps organize priorities, draft requirements, review readiness, and prepare communication so you can focus on your next decision.
Run your week
Daily to-do · Dependencies
Initiatives, dependencies, PRD dates and approvals become a ranked to-do with sources. Unconfirmed or overdue commitments come back with a follow-up draft.
Workflow handoff: Recorded work → what to do next
Start with an initiative →Update drafts
Choose initiatives and a period. ProdMoh drafts progress, changes, blockers, risks and asks for your manager or product head, citing every line.
Workflow handoff: What changed → an update you edit and copy
See a week with ProdMoh →Meeting prep and notes
Get what changed, open decisions and questions for each attendee. After the meeting, notes become proposed updates you review before anything is saved.
Workflow handoff: Meeting → reviewed decisions, risks and tasks
Start with an initiative →Roadmap · Product context
Plan four quarters and zoom into any of them, with items checked against PRD dates. Goals, constraints and decisions stay on record until you replace them.
Workflow handoff: Strategy → a roadmap checked against delivery
Find your starting point →Build and ship
Customer Pulse
Turn collected feedback into themes, ideas, and opportunities your team can review before committing development time.
Workflow handoff: Customer evidence → proposed initiative
Explore customer insights →ProdMoh Score
Assess strategic, market, and execution signals alongside team judgment. Surface where an idea needs more clarity before it becomes a commitment.
Workflow handoff: Proposed initiative → informed priority decision
Explore idea assessment →PRDs, user stories & acceptance criteria
Turn an idea into requirements, user stories, and explicit acceptance criteria that business and engineering teams can review together.
Workflow handoff: Agreed priority → development-ready scope
Explore requirements →PRD-generated guardrails & evaluation plans
Generate implementation constraints and validation checks with the PRD. Review them early so developers know the boundaries and how the work will be evaluated.
Workflow handoff: Requirements → reviewed constraints and checks
Explore guardrails →MCP context for Claude, Cursor & other clients
Access saved PRD and user-story context inside compatible AI tools. Reduce repeated handoff preparation and give coding assistants the intent behind a task.
Workflow handoff: Reviewed requirements → context in the coding tool
Explore developer context →Code X-Ray & Release Gate
Review implementation risks, test status, and attached evidence. Give the release owner a clear basis to approve, block, or defer the change.
Workflow handoff: Implementation → evidence and a release decision
Explore code review →Launch Generator & AI Deck Builder
Draft release notes, sales enablement, and training material from agreed scope. Turn source documents into presentations for team review.
Workflow handoff: Approved scope → launch and communication drafts
Explore launch preparation →Product Canvas, Strategic Brief & Decision Queue
See portfolio concentration, goal alignment, ownership gaps, and pending decisions. Prepare a clear explanation for your manager or product head of where effort is going and what needs attention.
Workflow handoff: Portfolio context → priorities and leadership decisions
Explore the strategy workspace →Review how planned work is distributed across priorities and time horizons, then use that view to guide your next strategy discussion.
Open Product Canvas →
Product Canvas preview · Select the image to view it at full size.
Using your personal AI product assistant
Start with one initiative. These answers show how to use ProdMoh for your daily work, from preparing requirements to answering your manager or product head.
ProdMoh is a personal AI assistant for individual product managers. You tell it what you are working on and give it the context you already have: notes, threads, PRDs and who you are waiting on. It keeps track of commitments and changes, tells you what needs you today, prepares your meetings and drafts your updates, with a source for every statement. It also turns ideas into PRDs for engineering. You review everything and decide what happens next.
Meta Muse and ChatGPT dots are useful reference points for the idea of having your own AI assistant. ProdMoh applies that idea to your work as an individual PM: product context, requirements, priorities, release evidence, and communication for your manager or product head. This is a comparison of the assistant concept, not a claim of identical capabilities or an integration with either product. ProdMoh works from the context you supply and the workflows you run.
Yes. Create your own account and start with one initiative. You can prepare requirements, review product priorities, and create drafts without asking everyone on your team to work in ProdMoh. Review what you share with engineering or your manager, and follow your company’s rules for using AI tools with work information.
Start with one initiative: what you are working on, the outcome you want, and the concern on your mind. Then paste what you already have, such as a Slack or Teams thread, meeting notes or a doc. ProdMoh proposes facts, decisions, risks and owners with the quote each came from, and you confirm what is true. Add the people you are waiting on as dependencies. For a new feature, you can also start from an idea and turn it into a PRD.
Start from your daily to-do. It ranks what needs you, such as an overdue or unconfirmed dependency, a PRD date at risk, an approval made out of date by a scope change, or a review coming up, and shows the source of each item. Before a meeting, open its prep for what changed and what to ask each attendee. After it, paste your notes and approve the updates. Before your weekly update, generate a draft and edit it.
Describe the customer problem or import your requirements. ProdMoh can draft a PRD, user stories, acceptance criteria, and implementation guardrails for you to review. Engineering can access saved requirements through supported MCP connections in tools such as Cursor or Claude. You agree the scope with engineering and review the work against it.
Record each dependency on an initiative: the owner and team, what it unblocks, when you need it, and whether the owner has confirmed a date and where. ProdMoh recomputes the status every time you look. Unconfirmed, late or overdue dependencies appear in your to-do with a follow-up message drafted for you to send. Your roadmap and PRD answers also use them, so a date is never treated as confirmed when it is not.
Yes. Choose the initiatives and the period, and ProdMoh drafts progress, changes, blockers, risks and asks from what you recorded. Every line cites the record behind it, and anything without a source is left out. You edit the draft and copy it into your own message. ProdMoh never sends it or marks it as sent. A rules-based draft is free, and an AI-written draft uses credits only when it produces a usable result.
Ask the assistant directly, for example: “Can I commit to Friday?” It answers from your PRD, its dependencies, open decisions and release evidence, and names anything unconfirmed instead of sounding certain. For example, it might say that the email integration is not confirmed and that two release scenarios are not tested. Your roadmap shows which commitments are at risk this quarter, and the decision log shows what was agreed and when it changed.
When you run a supported workflow, ProdMoh generates analysis or drafts from the supplied context. You check the output, update the underlying information, and decide what to share or approve. The personal assistant description does not mean it automatically reads your meetings, monitors all your tools, chases engineering, or sends messages to your manager.
No. You can start with product context in the web interface and use planning, requirements, and review workflows without writing code. MCP connections are optional for bringing saved requirements into supported engineering tools. Start with one initiative and add an integration when it supports your workflow.
AI features send the content needed for a request to AI providers for processing. ProdMoh’s Privacy Policy explains what is collected, which providers process it, retention, and access or deletion requests. Check that policy and your company’s AI rules before uploading confidential product or customer information.
Bring one initiative and the context you already have. ProdMoh tracks who owes you what, tells you what needs you today, and drafts your next update for your manager or product head.
Free account with starter credits. No card required. Bring an existing PRD or generate one from customer feedback.
ProdMoh is a personal AI product assistant for individual product managers planning work, tracking progress, working through dependencies, and preparing updates for their manager or product head.
Supported environments include Cursor, Windsurf, Claude Desktop, and other MCP-compatible clients.
Core use cases include a daily to-do with sources, dependency tracking with follow-up drafts, sourced updates for a manager or product head, meeting preparation and capture, a quarter roadmap checked against PRD dates, long-term product context, PRDs for engineering, release evidence, and Product Canvas.
We use analytics cookies to understand how people use ProdMoh and improve it. Nothing is tracked unless you accept.