From Proposal to Sprint‑Ready Jira Stories in Minutes
Turn messy PDFs, Google Docs, and requirements into fully structured Jira tickets with acceptance criteria, story points, and sprint grouping — automatically.
Stop Spending Hours Turning Documents Into Tickets
Stop doing the PM busywork
Six ways the AI removes manual work from your discovery process — so you can focus on decisions, not data entry.
Drop any document, skip the copy-paste
PDF, DOCX, Markdown, CSV — the parser extracts everything so you never transcribe requirements by hand again.
Understands messy requirements automatically
Detects PRDs, user stories, and mixed docs. No tagging, no templates — just drop and go.
Auto-groups work into realistic sprints
Stories come back with points, priorities, and epic assignments already organized into sprint-sized batches.
Your choice of AI engine
Gemini, Claude, GPT, or DeepSeek. Use the default or bring your own key for full control.
Push straight into engineering workflows
One click to create every story in your Jira project — with full acceptance criteria and epic structure.
Review and refine before you ship
Kanban-style board to drag stories between sprints, adjust grouping, and make it yours before anything hits Jira.
Three Steps from Document to Jira
Upload, review, and ship — your entire discovery process in three simple steps.
Upload
Drop your proposal file
Drag and drop any document — PDF, DOCX, Markdown, or plain text. The parser extracts all content automatically.
Review
AI generates sprint-ready stories
AI classifies, decomposes, and organizes your content into structured stories with acceptance criteria, estimates, and epic assignments.
Ship
Push directly to Jira
Review on the sprint board, drag to reorder, then push every story and PRD into your Jira project with one click.
This is what the AI actually generates
Not mockups. Not placeholders. Real structured output from a single PDF upload — acceptance criteria, story points, and sprint grouping included.
As a customer, I want to reset my password via email so I can regain account access
Payment Integration
Enable end-to-end payment processing through Stripe, supporting one-time purchases and recurring subscriptions with automated invoice generation and webhook-driven status updates.
“Reduced our sprint planning from 6 hours to 20 minutes. The AI catches requirements we used to miss.”
Acceptance Criteria Quality
Generates Given/When/Then criteria covering happy path, failure states, and edge cases.
Sprint Estimation
Fibonacci-based story point estimation with complexity analysis and dependency mapping.
Classification Intelligence
Detects PRDs, user stories, mixed docs, and unstructured requirements with visible reasoning.
Simple, Transparent Pricing
Start free, upgrade when you need more. No hidden fees.
For solo PMs testing the waters
- 5 proposals per month
- Single AI provider
- Basic sprint planning
- PDF & Markdown upload
- Community support
For agencies and teams shipping weekly
- Unlimited proposals
- All AI providers
- Advanced sprint planning
- All file formats
- Direct Jira integration
- Priority support
- Custom AI prompts
For orgs that need compliance and control
- Everything in Pro
- SSO & SAML
- Dedicated support & SLA
- Custom integrations
- Audit logs
- On-premise deployment
- Volume discounts
Questions About AI Accuracy & Trust
Our AI achieves 92% structural accuracy across PRDs and user stories. Every output goes through a review step — you see the full sprint board and can edit, reorder, or regenerate before anything touches Jira. The AI shows its classification reasoning so you can verify decisions before proceeding.
Absolutely. After generation, you get a full drag-and-drop sprint board. Reorder stories across sprints, adjust points, edit acceptance criteria, and move epics around. Nothing is pushed until you explicitly approve it.
The AI evaluates each story’s complexity based on acceptance criteria count, integration dependencies, and scope indicators from the source document. Points follow the Fibonacci sequence (1, 2, 3, 5, 8, 13). You can override any estimate before pushing.
Yes. The tool generates output compatible with Scrum and Kanban boards. Sprint grouping follows standard velocity-based planning. Stories include epic assignments, priority levels, and acceptance criteria in Given/When/Then format — ready for any agile workflow.
Documents are processed in memory and never stored on our servers. AI processing happens through the provider you select (Gemini, Claude, GPT, or DeepSeek). Atlassian tokens use encrypted, HTTP-only session cookies. No proposal data is shared beyond your chosen AI provider.
The AI provides classification reasoning that you can review before proceeding. If it misclassifies your document, you can adjust the classification and regenerate. The sprint board also lets you reorganize, merge, or split stories after generation.
On the Pro plan, you can configure custom AI prompts that include your team’s story templates, naming conventions, and acceptance criteria patterns. The AI incorporates these into every generation, producing output that matches your existing Jira style.
Any Jira Cloud project — Scrum boards, Kanban boards, and team-managed or company-managed projects. Stories are created as standard Jira issues with all fields populated: summary, description, acceptance criteria, story points, priority, and epic link.
Ready to stop doing the PM busywork?
No signup required for your first generation. Drop a file and see the magic.
Upload My Proposalor try with a sample PRD