OpenAI 2026 hackathon

Next Move

Life is unquantifiable, but time and attention are. Next Move turns a messy brain dump into signals, organizes them into life areas, and helps you choose the one move that deserves your attention now.

Solo project by Keriackus Keriackus · 0 likes · 0 comments

Archive position — measured, not model output

0 likes on Devpost

2,264 of the 7,856 archived projects have more likes, and 5,592 share exactly 0 — so this project's #5,541 place in the like-ranked listing is a tie-break inside that group, not a ranking.

Projects (log scale)

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Likes on Devpost. ▲ marks this project's group.

Show the figures
LikesProjectsShare of archive
05,59271.2%
11,75822.4%
22853.6%
3–41321.7%
5–9751.0%
10+140.2%
Devpost like counts for all 7,856 archived projects, captured when this archive was built.

Executive Summary

What the company appears to be

Next Move is a self-reported personal productivity tool built as a web application using Next.js, TypeScript, Supabase, and OpenAI API. It claims to help users decide what deserves their attention next by transforming unstructured thoughts into structured signals through an AI-powered reflection pipeline.

What changed

The project evolved from a personal workflow (a two-hour weekly reflection process) into a product designed for others, using GPT-5.6 to automate and refine that process. The author states they built it after realizing the value was in the sequence of reasoning rather than the prompts themselves.

Single most important open question

Is there evidence of real user adoption or traction beyond the author’s own use case? The description contains no data on customers, revenue, usage metrics, or product-market fit beyond self-reported claims.

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What The Product Actually Is

The description states that Next Move is a web application that helps people decide what deserves their time and attention next. It allows users to dump all thoughts into a notes app, which are then processed by GPT-5.6 through a multi-step reasoning pipeline:

  • Extract recurring signals.
  • Group those signals into six life areas.
  • Identify the thread that deserves attention right now.
  • Suggest one deliberate next move.
  • Remember everything else as persistent threads.

It is described as not being a task manager or journaling app, but rather an AI-assisted reflection tool aimed at helping users make one meaningful decision with greater clarity.

The product uses:

  • Next.js
  • TypeScript
  • Tailwind CSS
  • Supabase
  • OpenAI API
  • Vercel

It was built during a hackathon and is currently in early development stages, according to the author.

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Positioning & Claim Evolution

The author claims that the value lies not in the prompts but in the sequence of reasoning steps. This suggests a shift from generic AI coaching toward structured decision-making workflows.

Positioning:

  • Not a task manager.
  • Not a journaling app.
  • A tool for clarity and prioritization through AI-assisted reflection.
  • Designed to avoid feeling like therapy or another productivity app.

Evolution:

  • Started as a personal workflow (two-hour weekly reflection).
  • Evolved into a product for others after friends expressed interest.
  • The author emphasizes that the goal is not to solve lives, but to help with one meaningful decision at a time.

No evidence of prior positioning or brand evolution beyond this narrative.

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Target Customer & ICP

The description states that the tool was shown to "a few friends in their thirties who were juggling work, relationships, health, finances and everything else life throws at you." The most common reaction was: “That would actually be really useful.”

This implies a target audience of:

  • Adults in their thirties.
  • People managing multiple life domains (work, relationships, health, etc.).
  • Individuals seeking clarity and prioritization over task management.

However, the description does not provide any data on actual users or customer segmentation beyond this anecdotal feedback.

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Business Model & Pricing Evidence

There is no evidence in the description of a business model or pricing strategy. The project is described as a hackathon submission with no mention of monetization, subscriptions, freemium tiers, or any commercial structure.

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Technical & Delivery Signals

The author reports:

  • Built using Next.js, TypeScript, Supabase, OpenAI API, and Vercel.
  • Used GPT-5.6 for the entire reflection pipeline.
  • Prompt engineering and context engineering were key to achieving desired outputs.
  • Codex was used as a senior engineer on the team, collaborating on architecture, UX details, refactoring, and bug fixes.
  • Privacy features include authenticated access and Row Level Security.

The author also notes that early versions generated too much text and required balancing brevity with usefulness. The final version aims to feel reflective without becoming therapy or another productivity app.

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Traction & Maturity Signals

There is no evidence of traction, revenue, or user adoption beyond the author’s own experience and feedback from a few friends. The project is described as a hackathon submission and is in an early stage of development.

No data on:

  • Number of users.
  • Retention rates.
  • Usage frequency.
  • Customer lifetime value.
  • Product-market fit metrics.

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Competitive Context

The description does not mention any direct competitors or market positioning relative to existing tools. The author states that Next Move is not a task manager or journaling app, but does not clarify how it differentiates from similar AI-assisted reflection or planning tools.

No evidence of competitive analysis, pricing comparisons, or market share data.

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Key Risks & Red Flags

  • Lack of traction: No evidence of real users or adoption beyond the author.
  • Unverified claims: All assertions about utility and effectiveness are self-reported.
  • Unclear commercial viability: No business model or monetization strategy is described.
  • Dependency on AI hallucination risk: The tool relies heavily on GPT-5.6, which may produce unreliable outputs.
  • Limited scope of functionality: The product appears to be a prototype with only basic features implemented.
  • No privacy or data governance details beyond authentication and RLS: No mention of compliance, data retention policies, or user consent mechanisms.

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Diligence Questions To Ask The Founders

  1. What specific feedback did you receive from the friends who tested it? Were there any recurring criticisms?
  2. How do you plan to validate that users actually find value in the product beyond initial curiosity?
  3. Do you have a clear path to monetization or customer acquisition?
  4. Can you describe how persistent threads will evolve over time and what data they’ll store?
  5. What are your plans for scaling beyond a single developer?
  6. How do you intend to handle potential ethical concerns around AI-generated advice?
  7. Have you considered integrating with existing calendars or productivity tools?

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Investment/Partnership Verdict

Not evidenced.

The description provides no information on financials, traction, customer base, or commercial viability. The project is described as a hackathon submission and lacks any evidence of product-market fit, revenue, or user engagement. It remains unclear whether the tool has moved beyond concept stage into real-world usage or if it’s still in experimental form.

Given the lack of verifiable data, this project cannot be evaluated for investment or partnership potential at this time. Any further evaluation would require additional evidence of traction, customer feedback, and business model development.

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Source

Submitted to the OpenAI 2026 hackathon on Devpost. Project home on DevPost.

The analysis above was generated by a language model from the project's own one-line description. It is not independent research and contains no verified traction, revenue or customer data.