Track what you've shipped and how you stack up against the competition
Product Context gives your team a living record of what's been built — releases, capabilities, known limitations, and component inventory — alongside a full competitive intelligence layer. Track competitor profiles, run automated research with AI, and maintain a capability comparison matrix so every discovery and prioritization session starts from both your current reality and your market position. Push release specs, regenerate product state, and link product contexts to workspaces so AI tools always know what already exists and how it compares.
Screenshot preview showing the Product Context interface with real-time collaboration
Release timeline with version tracking and capability history
Capability registry — see every feature your product delivers today
Known limitations tracking with active/resolved status
Component inventory across UI, API, data, agents, integrations, and workflows
Competitor profiles with AI-powered research and automated refresh
Feature comparison matrix — map your capabilities against each competitor
Competitive gap analysis identifying where rivals outpace or trail your product
Competitor discovery runs using AI-powered market research
Role-based access: Owner, Editor, and Viewer permissions
Link product contexts to workspaces for AI-aware discovery sessions
Push release specs and regenerate current product state on demand
Name your product and invite team members with Owner, Editor, or Viewer roles.
Document each release with version, capabilities added, limitations, and component changes.
The dashboard shows the cumulative state — all capabilities, active limitations, and the full component inventory.
Add competitor profiles and trigger AI-powered research runs to populate positioning, capabilities, pricing, and SWOT analysis automatically.
Review the capability matrix to see where your product leads, matches, or lags competitors — then feed gaps directly into prioritization.
Connect the product context to workspaces so brainstorming and ideation sessions start from what's actually been shipped and how it compares to the market.
Grounding discovery sessions in what the product already does
Tracking capability growth across releases for roadmap planning
Identifying gaps between shipped capabilities and market needs
Competitive benchmarking to inform build-vs-buy and differentiation strategy
Monitoring competitor moves and updating positioning in response
Onboarding new team members with a living product knowledge base
Create a workspace and start using Product Context in seconds. Available on Enterprise plan.
Ground every AI tool in your organization's real-world context
Connect your enterprise AI agents to supercharge every session
AI-powered interviews that scale your research