Track AI costs with Ganivra
Customer insight. Developer context. Strategic clarity.

The operating system for AI-driven teams.

Turn customer needs into clear plans, give AI developers the context to build correctly, and keep leadership focused on the right priorities. Ideas & feedback → Requirements & guardrails → Development through MCP Product Canvas gives leadership a shared view of strategy.

Prioritize with context

ProdMoh Score

An AI-powered assessment of strategic, market, and execution signals helps teams discuss which initiatives deserve attention and where more clarity is needed.

Define quality before coding

Guardrails built with your PRD

Generate AI coding guardrails and evaluation plans alongside requirements. Give teams explicit boundaries and validation checks to review before implementation.

Keep developers in flow

MCP for AI development

Bring PRD and user-story context into Cursor, Windsurf, and other MCP-compatible tools. Give coding assistants the requirements behind the task.

Explore the MCP workflow →

Decision Intake

Where should AI improve your work?

auto_awesome Anonymous preview

Try One Of These

Preview the tradeoffs and missing evidence. Then turn the decision into a product spec with clear scope and success criteria.

Try a preview without an account. Sign in to save context, import requirements, and continue into planning and launch readiness.

From decision to delivery

Give every team a clear next step.

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Try a real decision

Enter something you are actively debating. ProdMoh gives you a fast preview of the tradeoff, the likely call, and what is still unclear.

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Turn it into evidence

Instead of generic advice, ProdMoh narrows the decision, surfaces the missing evidence, and points to the spec that should exist next.

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Prepare teams to execute

Build a product spec from the decision, then connect acceptance criteria, release evidence, and launch materials as work progresses.

Decision Preview → Product Spec → Launch Readiness
Decision Preview → Decision Brief teaser → Import PRD or build spec → Priorities, release decisions, and launch plans

Shared context. AI-assisted work. Human decisions.

Make AI useful across the teams delivering change.

For companies investing in AI to improve productivity and quality: connect what matters to the business with what teams and their AI tools need to deliver.

Leadership & strategy

Use ProdMoh Score to inform prioritization with strategic, market, and execution signals. Review tradeoffs and ownership gaps through the Strategic Brief and Decision Queue.

Explore the decision workspace →

Operations & customer teams

Use Customer Pulse to synthesize customer feedback and recurring friction into priorities and requirements. Give teams useful context before they build with AI.

Explore customer insights →

Sales & go-to-market

Use AI to draft release notes, sales materials, and enablement content from the agreed launch scope. Give your team a starting point to review and refine.

Explore launch preparation →

Product & engineering

Bring PRD and user-story context into MCP-compatible coding tools. Build from shared requirements and generated guardrails, then review release evidence and Code X-Ray findings.

Explore Code X-Ray →
The Hidden Cost

Faster Output Still Needs Clear Direction and Quality Checks

1
Critical Decision

Approve, block, or defer. Without one decision view, this call is made from scattered docs and assumptions.

5+
Functions Impacted

Product, sales, support, QA, and engineering all execute off the decision quality made at this step.

0
Decision Confidence

If evidence and ownership are unclear, confidence drops and post-launch fire drills increase.

The dirty secret of rushed launches: teams move fast, but decisions without evidence create expensive misses. Bring the decision, its owner, and the supporting evidence into one shared view.

The Real Problem

Shipping Isn't the Core Problem. Weak Decision Quality Is.

Teams can build fast. The harder question is still unanswered: should this launch be approved, blocked, or deferred right now?

fast_forward Tickets move to Done, but acceptance criteria are not validated with clear evidence.
layers_clear Operations, customer teams, and engineering track readiness in different places and lose alignment before decision time.
replay Release notes, demos, and enablement material are rushed and don't match the final decision and shipped scope.
gpp_bad When launch fails, escalation cost is paid by support load, churn risk, margin pressure, and leadership credibility.

You do not need more documentation. You need decision-ready evidence.
Clarify goals. Validate scenarios. Decide with confidence.

That is the ProdMoh workflow.

What You've Tried

Why Nothing Has Worked

✗

"We track status in too many tools"

Status updates exist, but there is no single decision view for risk, ownership, and alignment.

✗

"We have docs, but no decision logic"

PRDs and tickets are written, yet no one can answer what to approve, block, or defer this week.

✗

"We'll decide in the launch meeting"

Without prior evidence and ownership mapping, launch calls become subjective and inconsistent.

✗

"We'll fix issues after release"

Reactive launches increase support load and reduce trust. Preventable risk should be surfaced before approval.

The problem is not effort. It is missing decision intelligence.

The Solution

Plan. Decide. Ship with Confidence.

ProdMoh brings business priorities and delivery decisions into one workspace: choose where to focus, review launch evidence, and coordinate product, engineering, and go-to-market teams.
When needed, escalate to AI coding governance with Code X-Ray for deeper engineering risk control.

What ProdMoh Delivers for Launch Readiness

description Decision Inputs
60s
Context built from one prompt

PRD, epics, BDD criteria, and KPIs structured for leadership decisions.

fact_check Release Gate + Evidence
check_circle Scenario status tracking
check_circle Screenshot and test evidence
check_circle Acceptance coverage view
check_circle Clear Approve or Block decision
campaign Launch Packs
Turn approved shipped scope into launch assets instantly. Release notes, GTM messaging, enablement copy, and FAQs generated from what actually shipped.

auto_awesome GTM readiness in one click.

hub

Product Canvas

Visualize where your roadmap is actually going. See concentration risk, team-goal alignment, and what should be approved, blocked, or deferred.

Strategy clarity in one founder-ready view.

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Customer Pulse

Use our forms to collect support tickets. We automatically translate them into product ideas and opportunities.

From support signal to priority decision.

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AI Deck Builder

Turn any document into a presentation. Investor pitch or product discovery deck in minutes.

Turn decisions into clear stakeholder narrative.

✗

Before ProdMoh

  • • "We have updates, but no clear approve/block/defer call."
  • • "Roadmap looks full, but I cannot tell if it matches company goals."
  • • "Risk shows up late because ownership and evidence are unclear."
  • • "Launch notes and training docs are rebuilt manually at the last minute."
  • • "Escalations happen because decision rationale is missing."
✓

After ProdMoh

  • ✓ Product Canvas shows roadmap direction against goals
  • ✓ Strategic Brief highlights concentration, ownership, and risk findings
  • ✓ Decision Queue gives weekly approve, block, and defer actions
  • ✓ Release Gate consolidates test evidence and readiness in one panel
  • ✓ Launch Generator creates GTM, enablement, and release outputs from shipped scope

Put AI to work with context, quality checks, and accountability.
Connect business intent to delivery evidence and launch decisions.

One platform. From idea to approved launch.

Product Canvas

Roadmap direction and concentration clarity

Strategic Brief

Weighted findings by goal and risk

Decision Queue

Approve, block, defer actions each week

Launch Generator

GTM and enablement artifacts from shipped scope

For Engineering Teams

Governance + Compliance Configs

When decisions require deeper engineering controls, enforce compliance guardrails on code with one preset and export.

HIPAA Ready
local_hospital

Healthcare

  • check_circle HIPAA + OWASP Security
  • check_circle Audit Trail Logging
  • check_circle PHI Encryption Rules
  • check_circle E2E Testing Strategy
SOC2 + PCI
account_balance

Fintech

  • check_circle SOC2 + OWASP Controls
  • check_circle Structured JSON Logging
  • check_circle Clean Architecture
  • check_circle PR Review Enforcement
OWASP
code

General SaaS

  • check_circle OWASP Top 10 Protection
  • check_circle Structured Logging
  • check_circle MVC Architecture
  • check_circle Integration Testing

Export to your IDE or push directly to GitHub:

code .cursorrules waves .windsurfrules smart_toy copilot-instructions.md shield .moh Universal
NEW

Push Directly to GitHub

Connect your GitHub account and commit governance configs directly to any repo. One click. No copy-paste. Your whole team gets the same rules instantly.

check_circle OAuth Authentication check_circle Private Repos check_circle Branch Control
settings_suggest View Guardrails

Business Priority to Launch Decision.
One Guided Workflow.

Align roadmap direction to goals, validate test evidence, and ship with confidence. Engineering and business teams review the same scope, evidence, and open risks.

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1. Set Direction

Start from PRDs and stories, then map themes, horizons, and goal alignment before release prep.

Cursor Windsurf Claude
Shared Decision View
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2. Validate With Evidence

Use the release gate panel to mark pass/fail status, attach screenshots, and uncover open risks.

description Acceptance Coverage
attach_file Test Evidence + Risks
rocket_launch

3. Approve or Block

Make a clear release decision with override reason support, and use Code X-Ray when deeper code risk needs review.

policy Decision-Ready Gate
call_merge X-Ray Escalation Path

Product decisions, evidence, and engineering quality in one loop.

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Launch Readiness

Built for Teams Investing in AI Productivity and Quality

Leadership teams need fast strategic answers, not more documents.
ProdMoh keeps roadmap direction, launch readiness, and engineering quality in one loop.

description

Scope Clarity

PRD and outcomes structured for decision context

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Executable Stories

Epics, BDD, and testable acceptance criteria

fact_check

Release Gate

Scenario status + evidence log

forum

Customer Pulse

Feedback to priorities and scope

hub

Product Canvas

Strategy alignment + Strategic Brief

campaign

Launch Packs

GTM, release notes + sales docs from shipped scope

policy

Code X-Ray

Risk report + approval-ready fix branch

One place to connect business direction and launch readiness.

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See It In Action

One Prompt. Decision-Ready Direction.

Ask the strategic question, and ProdMoh returns a product canvas view, key risks, and what to decide now.
Saved to your dashboard and ready for leadership review.

ProdMoh Command Center
Y

You

We have 117 PRDs and next quarter targets. What should I approve now, what should I defer, and where are the launch risks?

P

ProdMoh

1 Product Canvas mapped - concentration and horizon by theme and team
2 Strategic Brief generated - high and medium findings with rationale
3 Decision Queue prepared - approve, block, defer actions for this week
4 Launch Generator ready - GTM and enablement outputs aligned to shipped scope

All saved to your dashboard. Leadership can review and decide immediately.

Cursor air Windsurf smart_toy Claude Desktop extension Any MCP Client

Bring business context into the tools your teams already use.

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FAQ

Questions Teams Ask

Does ProdMoh replace our AI tools?

No. ProdMoh provides business context, requirements, and review workflows around AI-assisted delivery. Teams can use MCP-compatible coding tools alongside it, while people review evidence and make release decisions.

How does ProdMoh help me decide what to ship, block, or defer?

Product Canvas, Strategic Brief, and Decision Queue show what to approve, block, or defer based on goals, risk, ownership, and evidence.

Can I see if our roadmap is over-indexed on one theme?

Yes. Product Canvas maps PRDs across acquisition, retention, monetization, trust, and efficiency so concentration risk is visible.

How does release approval work in ProdMoh?

Release Gate tracks scenario status, evidence uploads, and risk flags, then gives a clear approve, block, or defer path before launch.

Can business teams use this without writing code?

Yes. Business teams can run the workflow in UI, while engineering can use MCP and Code X-Ray for deeper technical review.

Does ProdMoh support engineering workflows too?

Yes. ProdMoh supports MCP integrations for Cursor, Windsurf, and Claude Desktop, plus Code X-Ray for diff risk analysis.

What can we generate after a release is approved?

Launch Generator creates release notes, GTM outlines, sales enablement content, and training material from approved shipped scope.

Who is ProdMoh for?

Leaders review priorities and tradeoffs. Operations and customer teams contribute business context, while product and engineering teams turn decisions into requirements, release evidence, and launch plans.

How quickly can a team get value from ProdMoh?

Most teams can start in minutes by using existing PRDs and stories to generate a product canvas view, strategic brief, and decision workflow.

Give your AI-driven teams a shared way to work.
Start with one real decision.

Start with a business decision. Turn it into a product spec, review the tradeoffs, and give every team a shared foundation for planning, delivery, and launch.

Start Your Decision Workspace

Import an existing PRD or generate a product spec in ProdMoh to unlock the full decision brief, Product Canvas, release decisions, and launch workflows.

ProdMoh overview

ProdMoh connects business context, AI-ready requirements, quality checks, and launch preparation for companies using AI to improve team productivity and delivery quality.

Supported environments include Cursor, Windsurf, Claude Desktop, and other MCP-compatible clients.

Core use cases include Product Canvas, Strategic Brief, Decision Queue, launch readiness, cross-team alignment, and diff risk analysis with fix branch generation when needed.