Sorby vs Jira Product Discovery
PM-first tool vs engineering-first tool. Written for product leaders evaluating whether to use Jira PD or a standalone discovery OS.
TL;DR
Choose Jira Product Discovery if: Your team already lives in Jira, engineering drives roadmap decisions, you need tight coupling with dev tickets, and AI-assisted discovery is not a priority.
Choose Sorby if: Your product managers want a tool designed for them (not for engineers), you need AI-native intake and cross-team dedup, your stakeholders aren't Jira users, and you want executive visibility that Jira PD doesn't provide.
Feature-by-feature comparison
| Feature | Sorby | Jira Product Discovery |
|---|---|---|
| Primary user | Product Managers & CPOs | Engineers with some PM work |
| Outcome traceability (every bet linked to the goal it serves) | Yes — goals are the main screen | Goals via Atlassian Goals, linkage manual |
| Configurable scoring gates on stage transitions | Yes — soft warnings or hard blocks | No — manual status transitions |
| Work-to-goal coverage ("what serves no goal?") | Yes — orphaned work surfaced on the main screen | No equivalent |
| Scoring formula | RICC (includes Cost of Delay) — or customize | Basic custom fields only, no scoring engine |
| AI research import (raw research → structured opportunities) | Yes, day 1 | No |
| MCP for AI agents (Claude operates your discovery data) | Yes — 23 tools, early access | No |
| Cross-team overlap visibility | Shared sandbox + workspace-wide search | Manual |
| Executive portfolio view | Dashboard-level | Board-level only |
| Price (team of 10) | $10/mo (Team) | ~$100/mo (3+ editors) |
| Onboarding outside Jira | Standalone — AI import of any raw backlog | Requires Jira setup |
| Learning curve for non-engineers | Low | Significant |
| Integration with Atlassian ecosystem | Q1 2027 roadmap | Native |
| Use case fit | Product organizations with 3-15 teams | Engineering-led orgs already in Jira |
Migration path from Jira PD to Sorby
Jira Product Discovery export is limited. Rather than a hard swap, we recommend running Sorby alongside Jira PD initially — use Sorby for outcome traceability, cross-team visibility, and the executive dashboard, while keeping Jira PD for dev ticket coupling. Many teams find they naturally migrate fully within 60-90 days.
To start the parallel run, email hello@sorby.io and we will set up your workspace with your current backlog.
Try Sorby with your own backlog
Sign up free, paste your current backlog into the AI import, and see it structured into scored opportunities in minutes. No Jira account needed.