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 #5,674 place in the like-ranked listing is a tie-break inside that group, not a ranking.
Projects (log scale)
Likes on Devpost. ▲ marks this project's group.
Show the figures
| Likes | Projects | Share of archive |
|---|---|---|
| 0 | 5,592 | 71.2% |
| 1 | 1,758 | 22.4% |
| 2 | 285 | 3.6% |
| 3–4 | 132 | 1.7% |
| 5–9 | 75 | 1.0% |
| 10+ | 14 | 0.2% |
Executive Summary
What the company appears to be: The description states that "one step forward" is a recovery app/website designed to track day-to-day status and locate AA (Alcoholics Anonymous) and NA (Narcotics Anonymous) meetings. It was built as part of a hackathon submission.
What changed: No evidence of prior version or evolution; this appears to be the initial release.
Single most important open question: Is there any evidence of user adoption, revenue, or traction beyond the hackathon submission?
The analysis is based entirely on self-reported information from the project description. There is no verified data on users, customers, funding, or commercial activity. The author states that it was built using ChatGPT and Codex, but provides no details about functionality, user base, or monetization.
What The Product Actually Is
The description states: "I made this as a recovery app/ website. it's to help track your day-to-day status. it also has it where you can find AA and NA meetings."
This indicates that the product is a web-based application aimed at individuals in recovery, offering two core features:
- Day-to-day status tracking
- Locating AA and NA meetings
The author notes that the project was submitted to the OpenAI 2026 hackathon on Devpost.
Positioning & Claim Evolution
The description states: "I made this as a recovery app/ website."
There is no evidence of prior positioning or claims about market fit, scalability, or competitive differentiation. The author does not describe any evolution in product positioning or messaging beyond its initial purpose as a hackathon submission.
Target Customer & ICP
The description states: "it's to help track your day-to-day status. it also has it where you can find AA and NA meetings."
Based on this, the target customer appears to be individuals seeking support for addiction recovery, specifically those interested in tracking their progress and locating local support groups.
No further evidence is provided about specific demographics, behavioral patterns, or segmentation criteria.
Business Model & Pricing Evidence
Not evidenced. The description does not contain any information regarding pricing models, monetization strategies, or business model assumptions.
Technical & Delivery Signals
The description states: "Built with (author-declared): chatgpt, codex"
This indicates that the application was built using AI tools. However, there is no evidence of technical architecture, scalability considerations, or delivery mechanisms beyond the use of these specific tools.
Traction & Maturity Signals
Not evidenced. The description does not provide any information about user adoption, engagement metrics, customer acquisition, or product maturity beyond its status as a hackathon submission.
Competitive Context
Not evidenced. The description does not mention any competitors, market analysis, or positioning relative to existing solutions in the recovery support space.
Key Risks & Red Flags
- Lack of traction evidence: No data on users, adoption, or market response
- Single-person team: Limited development and operational capacity
- Hackathon origin: Product may lack long-term strategic focus or commercial viability
- No business model clarity: Unclear how the product will generate revenue
- Unverified claims: All statements are self-reported without external validation
Diligence Questions To Ask The Founders
- What specific problem in recovery support does this address that existing solutions don't?
- How did you identify your target users and validate demand for this solution?
- What is the plan for scaling beyond the current hackathon prototype?
- Are there any partnerships or integrations with recovery organizations already in place?
- What are the technical limitations of using ChatGPT/Codex for this application?
Investment/Partnership Verdict
Not evidenced. The description provides no information about financials, funding history, or commercial potential that would support an investment or partnership decision.
The product appears to be a prototype developed as part of a hackathon with no demonstrated traction, revenue, or customer base. Without additional evidence of market validation or business model clarity, it is not possible to assess its viability for investment or partnership.
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.