MemoryLane launches AI tool to map work and flag automations

MemoryLane has launched on Mac and Windows for small and mid-sized businesses that want to identify repetitive work worth automating. The privacy-first tool runs in the background, maps workflows from daily activity, and ranks tasks by estimated hours saved.

Why it matters: - Small teams often know they are losing time to repetitive work, but they do not know exactly where automation would save the most hours. - MemoryLane targets companies with 10 to 500 employees that want task mining and process mapping without an enterprise transformation team. - The product aims to make automation planning cheaper and faster for businesses that cannot justify six-figure enterprise tools.

What happened: - MemoryLane became available for Mac and Windows on October 15, 2026. - The platform is built to show SMBs what to automate by observing how work actually happens across a computer screen. - Jaro Zapletal, co-founder of MemoryLane, said the product is meant to tell small businesses where to start with AI and rank opportunities by hours saved.

The details: - MemoryLane runs in the background while users work normally. - The software turns screenshots into short text notes and deletes the screenshots immediately. - Notes are saved on the user’s laptop and are not shared centrally unless the user opts in. - After a few days, MemoryLane groups the notes into workflows, counts how often they happen and estimates weekly time spent. - The system ranks workflows by automation potential. - Users can export each workflow as a BPMN process map, PDF, PNG, SOP for onboarding, or a prompt for an AI agent or automation tools such as Zapier, n8n and Make. - Most users see first automation suggestions within seven days. - A single employee or team lead can use MemoryLane for $100 per month without procurement or an IT project. - A central rollout can deploy the same capture across teams and add company-wide workflow mapping, automation recommendations and hands-on execution help.

Between the lines: - MemoryLane is positioning itself between lightweight note-taking apps and high-end task-mining vendors. - The privacy model is a key differentiator: no screenshots are stored, no screenshots are used to train AI models, and processing uses zero data retention endpoints from Google and Anthropic. - The product also lets users blacklist apps or websites, including banking and personal messages. - Companies can connect their own AI models so sensitive data stays in their own environment. - MemoryLane is already being used in property management, professional services, e-commerce, financial services, hospitality, logistics and media, plus consulting and automation partner engagements.

What's next: - MemoryLane says teams can start with one person and expand when they are ready for broader rollout. - The company offers downloads and demos for businesses that want to test the platform before a wider deployment. - As adoption grows, the main test will be whether smaller companies use the workflow maps to move from visibility to actual automation.