A3 Roadmap 2026

Source document

This page is synced from the A3 Roadmap Google Doc. Update the doc for the latest plan; copy changes here when milestones shift.

Objectives

A3 is capable of creating automation scripts. Primary use case is deep scraping, which may include:
- Navigating (including figuring out the URL to navigate to)
- Sign in / log in
- Extracting data in structured format
- Filling out forms
- Cookie management for reusing login information
- Captcha solving (a few popular providers)
- Using network resources for extraction
A3 Cloud can execute automations at scale:
- In queue / schedule mode
- Realtime
A3 platform provides a dashboard for monitoring automations
Users can sign up to the A3 platform to start using it

Name	Description	Estimated delivery
Automation Core	Project / workflow / script composition topics	Mar–Apr 2026
UI	Application user interface	Apr–May 2026
Browser Cloud	Chrome leasing infrastructure	May–Jun 2026
Automation Infrastructure	API, IAM, Queue	Jun–Jul 2026
Dashboard	Automations, Queue, Account	Jul–Aug 2026

Re-think project / workflow / script concepts to align with developers' expectations and make it easier for LLMs to work with
Shorten the iteration loops for creating and testing scripts
Research DSLs
Research sub-agents
Research custom learning tools
[Continue to iterate on tools and sub-agents past launch]

Control agents directly from UI
Run / rerun parts of scripts without restarting the whole workflow
Improve overall process visibility:
- Separate agent chat
- Display logs matching production use
- LLM calls

Build infrastructure for on-demand browser leasing: