neurolist: AI Planner for ADHD

neurolist: AI Planner for ADHD

By Thomas Wolfgang Menzel

neurolist is an AI-based planner for neurodivergent users that automates task breakdown and time-blindness management via a playlist-style timer.

The App DNA

What makes this app unique?

The app removes the cognitive friction of project initiation by converting unstructured brain dumps into actionable, timed checklists.

For Neurodivergent individuals, including those with ADHD or autism, who require structured task management to overcome executive dysfunction.

What does it look like?

Key features

AI Task Decompositionedge

Generates step-by-step checklists from high-level inputs, acting as a gate for advanced productivity features.

Smart Timer Playlistedge

Sequences subtasks into a timed playlist to manage time-blindness, serving as a core retention loop.

How much does it cost?

freemiumFree tier with core AI planningIn-app purchases for advanced analytics and context-rich features

The freemium model gates advanced analytics behind IAP, but users report high friction regarding trial-to-subscription transparency.

Velocity

Maintenance developmentperformanceopaqueShow more...

The app currently operates in a maintenance state, with only two minor updates recorded over the last 119 days. Development activity is limited to generic performance and stability improvements, with no evidence of new features or live operations. The release cadence is infrequent, averaging roughly one update every four months, indicating a focus on basic upkeep rather than active feature expansion.

See all version history

Who built it?

Thomas Wolfgang Menzel

3 apps tracked · Productivity

Chorefriend Cleaning ScheduleChorefriend Cleaning ScheduleRoutineFlow: Routine for ADHDRoutineFlow: Routine for ADHD
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User Sentiment

What do users think recently?

Fresh user feedback skews frustrated. Users appreciate ai-driven task decomposition helps neurodivergent users overcome executive dysfunction and start overwhelming projects and integrated task timers and voice reminders provide necessary structure for users struggling with time blindness, but report aggressive subscription prompts and forced rating requests during onboarding frustrate users before they experience the product.

How are ratings & reviews evolving?

Jul 20: 7 reviews (2 positive · 3 neutral · 2 negative)Jul 27: 11 reviews (3 positive · 2 neutral · 6 negative)11Aug 3: 7 reviews (5 positive · 0 neutral · 2 negative)Aug 10: 7 reviews (2 positive · 1 neutral · 4 negative)Aug 17: 9 reviews (7 positive · 0 neutral · 2 negative)Aug 24: 4 reviews (3 positive · 0 neutral · 1 negative)Aug 31: 5 reviews (2 positive · 1 neutral · 2 negative)Jul 20Aug 31
Positive Neutral Negative
2.8

Weekly average review rating

Google Play
4.62 · 13k
App Store
4.81 · 891

What users say, by theme

What Users Love
  • AI-driven task decomposition helps neurodivergent users overcome executive dysfunction and start overwhelming projects
  • Integrated task timers and voice reminders provide necessary structure for users struggling with time blindness
What Frustrates Users
  • Aggressive subscription prompts and forced rating requests during onboarding frustrate users before they experience the product
+ 2 more themes
What Users Want 2 requests inside

95 of 95 recent reviews analyzed · high confidence · Frustrated overall

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Unlock 2 more frustration themes and 2 user requests, each backed by review evidence.

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Competition

Competitive landscape for neurolist: AI Planner for ADHD

How's the Productivity market?

neurolist holds a #199 Grossing position in US Productivity. The gap between its high user rating (4.81 on iOS) and its modest grossing rank suggests that current monetization friction is limiting the conversion of its satisfied user base.

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The rivals identified

Unlock the deeper market read.

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The Analyst's Read

Key takeaways for neurolist: AI Planner for ADHD

Where is it heading?

The productivity market is shifting toward integrated, cross-platform experiences that neurolist currently fails to provide. Without a pivot to cloud-based sync and transparent billing, the app risks losing its current user base to more reliable, multi-device alternatives.

  • The 120-day maintenance cadence indicates a lack of active feature investment, which will likely erode the app's competitive edge against more active productivity tools.
  • Persistent user reports of deceptive billing practices create a brand-trust deficit that will likely increase churn and suppress new-user conversion rates.

The SWOT

Core Strengths
  • AI-driven task decomposition reduces executive dysfunction barriers
Critical Frictions 2 weaknesses inside
Growth Levers
  • Adding recurring task schedules would address top user requests
Market Threats 1 threat identified

Next best moves

1 Invest · 1 Pivot

Ship cloud synchronization because it is the top-requested missing feature → unlock multi-device retention

+ 1 more prioritized move

The counter-intuitive read

The high user rating despite a 120-day maintenance…

Read the full take

Since the last report: neurolist has integrated its #199 Grossing position into its market narrative, highlighting the tension between high user satisfaction and the revenue-limiting effects of its current monetization and maintenance-mode development.

Bottom line

neurolist provides a high-value tool for task initiation, but the lack of cloud sync and aggressive monetization friction threaten its long-term viability. Addressing these core utility and trust gaps would unlock the retention potential of its highly satisfied user base.

Unlock 2 critical frictions, 1 market threat, 1 more prioritized move and the analyst’s take.

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FAQ

Is neurolist suitable for managing complex work projects?
neurolist is designed for neurodivergent individuals to break down daunting tasks into manageable steps. While it excels at project initiation, the current lack of cloud sync and recurring schedules may limit its utility for complex, long-term work projects.
Does neurolist offer a free version?
Yes, neurolist operates on a freemium model. The free tier includes core AI planning features, while advanced functionality like productivity analytics is gated behind in-app purchases.
Are there concerns regarding neurolist's subscription billing?
Some users report frustration with subscription prompts and allege that free trials convert to annual subscriptions without sufficient warning. Reviewers have expressed difficulty obtaining refunds for these charges.

Sources

  1. [1] Play Store listing, source

Report last updated

Disclosure: Independent intel to help mobile builders succeed.

AI-powered analysis with automated quality gates, built from publicly available sources. Marlvel.ai is not affiliated with, endorsed by, or sponsored by neurolist: AI Planner for ADHD, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

What's new

neurolist has integrated its #199 Grossing position into its market narrative, highlighting the tension between high user satisfaction and the revenue-limiting effects of its current monetization and maintenance-mode development.

shifted

Market Position Disclosure

added

Competitive Threat Identification

added

Recurring Task Opportunity

Cite this report

Marlvel.ai. “neurolist: AI Planner for ADHD Intelligence Report.” Updated Sep 10, 2026. https://marlvel.ai/apps/neurolist-ai-planner-for-adhd

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