Roadmap

What 's Coming Next

A transparent look at what we're building. We update this as our plans evolve.

Shipped

14

AI Workspace

The persistent workspace for prompts, notes, files, and multi-step AI reasoning.

Core Product

Collaborative Sessions

Shared sessions for real-time collaboration on the same line of reasoning.

Collaboration

Citation Engine

Automatic source tracking with linked evidence for every claim.

Research

File Ingestion

Upload PDFs, documents, and files to ground reasoning in your own material.

Research

Note Editor

A focused editor for drafting, revising, and organizing notes inside the workspace.

Core Product

Web Search

Live, cited web search for current information and external grounding.

Research

Flashcards with SRS

Generate spaced-repetition flashcards from notes and study material.

Core Product

Integrations

Connect Notion, Google Drive, and other external sources directly into Avenire.

Integrations

Clip to Avenire

A browser extension for clipping highlights and extracted web content directly into workspace notes.

Integrations

Misconception Engine

Identify likely misunderstandings and surface corrections before they become sticky.

Learning

Visualization Tools

Graphs, charts, and diagramming tools for turning complex ideas into something visible.

Core Product

Circle to AI (Halo)

A quick capture flow for circling content and turning it into an AI prompt or task.

Capture

Hybrid Search Improvements

Query rewriting and retrieval upgrades that make workspace search more accurate.

Research

Task Management

Track work, follow-ups, and study tasks without leaving the workspace.

Productivity

In Progress

3

Knowledge Graph View

Visualize links between ideas, files, and prior sessions.

Core Product

Link Ingestion

Import URLs and linked pages so external sources can become part of a workspace.

Research

Student Knowledge Profile

Personalize retrieval using mastery signals so the system can boost what matters most.

Core Product

Planned

4

Bring your own model

Connect your own model provider keys and switch without changing the workflow.

Integrations

Mobile App

A native mobile experience for reviewing and continuing work on the go.

Platform

Native App

A dedicated native desktop and mobile app for a faster, more integrated experience.

Platform

RL Embedding Model

A retrieval model tuned on usage signals to improve relevance and ranking.

Infrastructure