AI Assist by airfocus

Generates product documentation (PRDs, feature specs, release notes) by querying the airfocus workspace context, including roadmaps, initiatives, priorities, and stakeholder information. The system maintains semantic awareness of product strategy by embedding references to existing airfocus artifacts, ensuring generated content aligns with documented product direction and avoids contradictions with planned work.

Provides pre-built, domain-specific templates for common product documentation types (PRD, feature spec, release notes, user story) that guide the LLM to generate structured, consistently-formatted output. Templates encode best practices for product documentation and enforce section hierarchies, reducing the need for manual formatting and ensuring compliance with organizational documentation standards.

Takes partial or outline-level product documentation (e.g., a feature title and one-sentence description) and expands it into full sections with detailed explanations, examples, and supporting content. Uses the LLM to infer missing details from the airfocus workspace context and user intent, generating prose that fills gaps while maintaining consistency with existing documentation.

Analyzes generated or existing product documentation against other artifacts in the airfocus workspace (roadmaps, initiatives, feature specs, release notes) to identify inconsistencies, contradictions, or misalignments. Flags issues such as feature descriptions that conflict with roadmap timelines, release notes that reference unplanned features, or specs that contradict existing documentation.

Generates multiple versions of the same product documentation tailored to different audiences (executives, engineers, customers, support teams) with appropriate tone, technical depth, and emphasis. Uses airfocus workspace metadata (stakeholder roles, audience tags) to determine which version to generate, adapting language complexity, detail level, and focus areas accordingly.

Generates documentation for multiple roadmap items or initiatives in a single operation, creating PRDs, feature specs, or release notes for an entire roadmap or quarter's worth of work. Processes items in bulk, maintaining consistency across generated documents and reusing context from the airfocus workspace to avoid redundant LLM calls.

Provides in-document editing capabilities that allow users to refine generated or existing documentation through natural language commands (e.g., 'make this more concise', 'add technical details', 'remove jargon'). Maintains document structure and formatting while applying targeted edits, and preserves airfocus context references throughout iterations.

Automatically links generated documentation to corresponding roadmap items, initiatives, or features in the airfocus workspace, creating bidirectional references that keep documentation synchronized with product strategy. When a feature is updated in the roadmap, the system can flag related documentation that may need updates.