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Build a personalised AI assistant that learns your workflow

10/15
AI / MLPView original →Yesterday
Strong Demand2-Week BuildSome Competition

The Opportunity

Spotted on Product Hunt · March 23, 2026

Generic AI chatbots forget context between sessions — MuleRun hit 704 PH upvotes with a memory-and-personalisation angle.

Why these scores?

Demand (pain) scored 4/5 (very high) — how urgently people need a solution.

Willingness to pay scored 4/5 (very high) — evidence people would pay for this.

Market gap scored 3/5 (strong) — how underserved this space is.

Build effort scored 3/5 (strong) — feasibility for a solo builder or small team.

Who's Complaining About This?

Users report resetting context every session and re-explaining their workflow to AI tools that have no persistent memory of preferences.

PFound on producthuntView source →

Willingness to Pay

MuleRun was the top PH product of the week with 704 upvotes. Mem.ai charges $10-15/mo for memory-layer products. High demand validated.

Score Breakdown

10/15
Demand4.0/5

How urgently people need this solved and how willing they are to pay for it. Based on complaint frequency and spending signals across platforms.

Market Gap3/5

How open the market is. A high score means few or no direct competitors, or existing solutions are overpriced and underdeliver.

Build Effort3/5

How quickly a solo developer can ship an MVP. 5 = weekend project with standard tools. 1 = months of infrastructure work.

Existing Solutions

ChatGPT with memory, Mem.ai, Notion AI — all generic. None learn domain-specific workflow patterns for a specific job role.

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