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 #6,054 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
Predict Market V5 is a self-reported crypto trading automation tool designed for Bybit users, built as a hackathon submission.
What changed
The project was submitted to the OpenAI 2026 hackathon on Devpost. No evidence of prior development or commercial activity exists beyond this.
Single most important open question
Is there any indication that this is more than a proof-of-concept or prototype, or whether it has moved beyond the hackathon stage?
What The Product Actually Is
The description states: "Predict Market V5" is a "real-time crypto market intelligence and guarded trading automation for Bybit."
- Product type: A tool that claims to offer real-time market intelligence and automated trading functions.
- Platform integration: It is built for use with Bybit, a cryptocurrency exchange.
- Technology stack: Built using bybit-api, fastapi, python, sqlalchemy, sqlite, websockets.
Not evidenced The actual functionality or features of the tool beyond its intended scope are not described. No screenshots, user interface details, or technical specifications are provided.
Positioning & Claim Evolution
The description states: "Real-time crypto market intelligence and guarded trading automation for Bybit."
- Positioning: The product positions itself as a solution that combines real-time data analysis with automated trading capabilities tailored to Bybit.
- Claim evolution: There is no indication of prior positioning or claims; this appears to be the first articulation of its purpose.
Not evidenced No evidence of prior versions, marketing materials, or historical claims. The project is described only as a hackathon submission.
Target Customer & ICP
The description states: "Real-time crypto market intelligence and guarded trading automation for Bybit."
- Target customer: Users of the Bybit cryptocurrency exchange.
- ICP (Ideal Customer Profile): Likely traders or investors who use Bybit and seek automated trading tools with real-time insights.
Not evidenced No evidence of customer segmentation, user personas, or specific buyer profiles. The description does not indicate how many users exist or what their needs are beyond the stated scope.
Business Model & Pricing Evidence
The description states: "Real-time crypto market intelligence and guarded trading automation for Bybit."
- Business model: Not described.
- Pricing evidence: No pricing information, subscription tiers, or monetization strategy is provided.
Not evidenced There is no indication of how the product would generate revenue or whether it has a defined pricing structure.
Technical & Delivery Signals
The description states:
- Built with: bybit-api, fastapi, python, sqlalchemy, sqlite, websockets.
- Team size: 1
- Members: RNE SHANTOS
Technical signals
- The use of Python and FastAPI suggests a backend-focused application.
- Integration with Bybit API indicates it is designed to interact with the exchange directly.
- SQLite and websockets suggest lightweight data handling and real-time communication.
Delivery signals
- Team size of one implies a solo developer or small team.
- Submitted as a hackathon project, suggesting early-stage development.
Not evidenced No evidence of deployment, scalability, or production readiness. No information on how the tool is delivered to users (e.g., web app, API, desktop).
Traction & Maturity Signals
The description states: "this project was submitted to the OpenAI 2026 hackathon on Devpost."
- Traction: None evidenced beyond a hackathon submission.
- Maturity: The project is described as a hackathon entry, implying it is in an early stage of development.
Not evidenced No evidence of user adoption, revenue, or product-market fit. No mention of testing, feedback loops, or iteration history.
Competitive Context
The description states: "Real-time crypto market intelligence and guarded trading automation for Bybit."
- Competitive landscape: The space includes automated trading tools, market intelligence platforms, and exchange-specific integrations.
- Direct competitors: Not named or described.
- Differentiation: Not specified beyond its focus on Bybit.
Not evidenced No evidence of competitive analysis, market positioning, or differentiation from existing tools in the space.
Key Risks & Red Flags
- Single-person team: A team size of one raises questions about scalability and long-term maintenance.
- Hackathon origin: The project is described as a hackathon submission, which often implies a prototype or proof-of-concept rather than a production-ready product.
- No commercial evidence: No revenue, customers, or traction are reported.
- Unverified claims: All descriptions are self-reported and unverified.
Inference If this remains a hackathon project without further development, it may not be suitable for investment or partnership at this stage.
Diligence Questions To Ask The Founders
- What is the current status of the project beyond the hackathon? Is it in active development?
- Has there been any user feedback or testing with real Bybit users?
- Are there plans to monetize the product, and if so, how?
- How does the tool integrate with Bybit’s API, and what are the limitations of that integration?
- What is the roadmap for scaling or expanding beyond the current scope?
Investment/Partnership Verdict
The description states: "Predict Market V5" is a hackathon submission.
- Verdict: Not evidenced as a viable investment or partnership opportunity at this stage.
- Confidence level: Low. The project is described only as a hackathon entry with no evidence of traction, revenue, or product-market fit.
Inference If the team has not moved beyond the prototype phase, this is likely not a serious commercial opportunity. Further due diligence would require evidence of development progress and user engagement.
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.

