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Idea to Jira in Minutes: 10x AI Product Planning with TUYP

AI product planning that turns messy product plans into structured Jira tickets, OKRs, and roadmaps in minutes.

Paul Debahy
Jul 03, 2025 . 9 min read

Before TUYP (short for “Tell Us Your Plan”), product planning meant hours lost across tools. Teams jumped between Slack, meeting notes, slides, and Jira: writing OKRs, formatting epics, and pasting stories by hand. Six hours later, something still got missed.

With TUYP (Tell Us Your Plan), you paste one messy input (like meeting notes or a rough idea) and get back a complete, roadmap and Jira-ready plan.

Objectives. Initiatives. Epics. Stories. Sprint tags. All structured. All traceable. All ready to go. What used to take 6 hours now takes 10 minutes.

Most teams are still stuck in what we call the 1x planning experience: manual, fragmented, and error-prone. Strategy gets lost. Scope slips. And launches suffer.

In this blog, we’ll break down how TUYP works, what makes it 10x faster, and why product teams are replacing their old planning process for Luna AI.

10x AI product planning for PMs

The 1x planning experience: 5 reasons product teams struggle

Let’s break down what makes today’s product and project planning painful and inefficient:

1- Manual creation of OKRs and Jira tickets 

Hours (sometimes days) are spent just translating ideas into structured tickets across tools. Creation of tickets in Jira creates friction between teams and are often late in the cycle. 

2- Risk of missed scope

When translating OKRs to roadmaps to prioritised initiatives to individual PRDs and finally to Jira tickets, most of the time tickets only cover partial scope, completion is not accurate since many new tickets need to be added, creating a scope creep, etc. Tickets such as technical tasks, edge cases, mobile parity, and QA items get lost in the shuffle.

3- Lack of alignment

Work is often disconnected from the strategy, goals and KRs, especially at the story level. Leaders discover too late in the quarter that teams have been working on non-impactful initiatives or tickets, and that their strategy’s execution is now at risk. 

4- Fragmented information

Meeting notes live in Google Docs and Slack, PRDs in Notion, Jira has no context, nothing stays in sync.

5- No smart assistance

Purely manual translation of ideas to structured plans. Planning should be smarter, highlighting issues, misses in scope, misalignments, etc. 

Meet TUYP: turn your unstructured plan into a 10x planning experience

Want to go from messy notes to structured Jira plans? Just paste your input into TUYP.

Luna’s TUYP (Tell Us Your Plan) is the first purpose-built AI product planning tool for product teams using Jira: it converts messy inputs, ideas, meeting notes, PRDs, into clean, complete strategy and execution plans.

Generic AI tools can generate ideas, but they miss product planning structure. They don’t understand hierarchy, lack Jira metadata, and can’t connect strategy to execution.

TUYP was built differently: it encodes goal-to-ticket relationships, sprint structure, and initiative scoping into its core.

This isn’t “ChatGPT for tickets.” It’s AI that plans like a PM — and ships like an engineer.

With one input, you get:

  • Strategic Objectives and Key Results.
  • Initiatives with clear scope and outcomes (mini-PRD).
  • Epics and User Stories with rich details and acceptance criteria.
  • Plan that can be pushed to Jira Sprint and Fix Version.
  • Parent-child hierarchy for Jira, auto-linked.
  • Full traceability from goal to roadmap initiatives to Jira tickets.

Each TUYP plan includes a fully structured output:

  • Objective
  • Key Result
  • Initiatives
  • Epics
  • User Stories
  • Sprint Tag
  • Fix Version Tag

—-----------

🔍 Prompt to Try in Luna AI

“We’re planning to increase the SMB payment volume by 20% in Q3. Create a plan with OKRs, initiatives, and Jira stories for each initiative.”

→ TUYP will return a fully linked strategy-to-execution Jira-ready plan.

—-----------

Real examples: TUYP in action

Just tell TUYP what you’re planning. It’ll build your roadmap, from OKRs to tickets, in seconds.

Example 1: “Launch a Sports Category on Netflix”

Input:

  • “We want to launch a sports category on Netflix.”

TUYP output (in seconds):

  • [Objective]: Expand into live and on-demand sports content
    • [KR]: Increase sports content engagement by 15%
      • [Initiative]: “Sports Hub for Mobile & Web on Netflix”
        • [Epics]:
          • “Live Match Streaming Tile”
          • “Personalized Sports Feed”
            • [Stories]:
              • “Design and implement match score ticker”
              • “Fetch live event metadata from partner API”
              • “Add sports section to homepage nav”

Each item includes user context, goals, and technical details. Suggestions such as OKRs and initiatives are created in Luna and tickets are automatically linked and ready for Jira, including sprint metadata if known.

Example 2: “Prepare Next Sprint Plan from AI Voice Feedback”

Input:

  • “Based on customer feedback from our AI voice assistant launch, we need to plan the next sprint to improve transcription accuracy, add a help prompt, and fix bugs with iOS permissions.”

TUYP output (in seconds):

  • [KR]: Reduce transcription error rate from 12% → 5%
    • [Initiative]: “AI Assistant v2 Sprint Improvements”
      • [Epics]:
        • “Transcription Quality Enhancements”
        • “User Guidance and Education”
        • “iOS Permission Debugging”
          • [Stories]:
            • “Evaluate transcription models (OpenAI Whisper vs Deepgram)”
            • “Create tooltip for in-app help (copy + design)”
            • “Fix iOS background mic permission bug (iOS 17+)”
            • “Add tests for accent variation (EN-UK, EN-IN)”

The output can be pushed to Jira and be tagged with the following fields:

  • Sprint: Sprint 14 (June 24–July 5)
  • Fix Version: v2.1.0

What used to take hours, scanning notes, rewriting tickets, manually linking work, now takes minutes.

Why TUYP delivers a 10x AI product planning experience

TUYP (Tell Us Your Plan) by Luna AI is an AI-native feature that converts messy inputs, ideas, meeting notes, and PRDs into clean, complete strategy and execution plans.

With TUYP, you can:

  • Convert product ideas into execution-ready Jira plans
  • Reduce planning time by 90%
  • Automatically generate OKRs, initiatives, Epics, and Stories
  • Ensure full traceability and scope coverage
  • Push plans directly to Jira with one click

1- 90% reduction in planning time

  • Old Way: planning means hours of writing OKRs, formatting initiative docs, and manually creating Jira tickets.
  • With TUYP:
    • AI scaffolds a complete plan from any idea → OKRs → initiatives → Epics → Stories
    • Descriptions, fields, and Jira metadata are pre-filled
    • Sprint and fix version tagging applied in bulk

→ From blank page to execution-ready in under 10 minutes.

2- Scope completeness: no ticket left behind

  • Old Way: PMs forget edge cases, tech tasks, or dependencies, risking delays, scope creep and surprises.
  • With TUYP:
    • Detects gaps (e.g., orphaned stories, unlinked KRs, empty initiatives)
    • Flags issues early and suggests fixes
    • Ensures no work is left misaligned or unaccounted for

→ Like having a scope QA assistant reviewing your entire roadmap.

3- Unbreakable goal-to-roadmap-to-ticket traceability

  • Old Way: strategy often disconnects from execution: OKRs live in slides, tickets live in Jira.
  • With TUYP:
    • Automatically links Objective → KR → initiative → Epic → Story
    • Clear trace from top-level goals to individual tasks
    • Visible in Luna AI or Jira for full transparency

→ Everyone knows how their work ladders up to business outcomes.

4- Planning quality, even for first-time PMs

  • Old Way: plan quality depends on PM experience, inconsistent formats and coverage.
  • With TUYP:
    • Built-in planning best practices for OKRs, epics, and stories
    • AI-generated descriptions with clear user value, problem, and metrics
    • Consistent outputs regardless of who inputs the plan

→ Like giving every PM a Principle-level mentor in their toolkit.

5- Instant updates and iterations

  • Old Way: plans are brittle, updates mean hunting across Notion, meeting notes, Slack, and Jira.
  • With TUYP:
    • Re-run with new inputs like meeting notes or design specs
    • Descriptions and tickets update contextually
    • Supports fast pivots and “what-if” planning

→ Planning becomes a living system — not a one-time doc.

6- Built-In mini-PRDs and Story descriptions

  • Old Way: writing thoughtful descriptions takes hours, often skipped or done poorly.
  • With TUYP:
    • Every Epic and Story includes auto-generated problem, user, value, and KPI fields
    • Easy to adjust, never blank
    • Works as embedded lightweight documentation

→ No more empty or “TBD” fields in Jira.

7- Jira-ready output, zero manual work

  • Old Way: manual drag-and-drop for epics, stories, sprints, and linking in Jira.
  • With TUYP:
    • Parent-child structure auto-suggested and previewed
    • Sprint and fix version tags applied upfront
    • Pushes directly to Jira with one click

→ Structured, scalable execution, minus the overhead.

In essence, the 10x experience is about transforming the painful, often isolated process of planning into a seamless, intelligent, and highly efficient collaboration with Luna AI that ensures completeness, alignment, and actionable output.

From strategy to Jira in minutes: try TUYP for free 

If you’re tired of:

  • Staring at a blank OKR doc
  • Manually creating Jira tickets
  • Rewriting the same roadmap or initiative plans 5 different ways

TUYP is your AI-native product and project 10x planning experience → Try it now for free

  • From blank doc to Jira tickets in 10 minutes
  • No more scope gaps or manual formatting
  • Ship faster, with full strategic alignment

See how Luna helps product leaders plan smarter, faster and be visible where it matters most.


FAQ

What types of inputs does TUYP support for AI product planning?

TUYP accepts unstructured content such as meeting notes, Slack messages, Google Docs, Notion pages, and voice transcripts and instantly turns them into structured OKRs, roadmaps and Jira plans.

Can TUYP overwrite or modify existing Jira tickets?

No. TUYP does not modify existing Jira tickets. It generates new, structured tickets that you can review, edit, and approve before syncing to Jira.

Is TUYP based on a generic AI model like ChatGPT?

No. TUYP was fine-tuned specifically for product planning and Jira workflows. It understands hierarchy, dependencies, and execution structure.

How is TUYP different from other AI tools for product managers?

Generic AI tools lack product context, strategy alignment, and Jira integration. TUYP is purpose-built for PMs, linking goals to tickets and sprints, making it the first true AI product planning tool for Jira.

Does TUYP integrate with Jira?

Yes. TUYP is natively integrated with Jira, allowing instant generation of OKRs, epics, user stories, and fix versions that are ready to push directly into your Jira workspace.

Is TUYP suitable for Agile teams using sprints and backlogs?

Absolutely. TUYP understands Agile planning: it structures outputs into sprint-ready formats and respects Jira backlog conventions. It’s designed to support PMs, EMs, and cross-functional teams. As a bonus, Luna AI also offers AI sprint summaries that output progress and risk report of your sprint.

Can I use TUYP for roadmap planning or OKRs?

Yes. TUYP helps generate structured roadmaps, OKRs, and initiatives from unstructured notes. It aligns strategy with execution from the first input.

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