Archive position — measured, not model output
1 like on Devpost
506 of the 7,856 archived projects have more likes, and 1,758 share exactly 1 — so this project's #964 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
DoBre is a self-reported pricing calculator for Mercado Libre sellers that calculates profitable listing prices by modeling platform fees, shipping costs and taxes using a binary search algorithm. The project was built as a personal solution to a problem faced by the founder and his father, and later expanded into a multi-platform tool with Flutter.
The author states that DoBre is already usable on Android, Windows and Web, and includes a landing page, automated releases, Cloudflare deployment and a centralized configuration system. It uses publicly available information and JSON datasets to model Mercado Libre's pricing behavior.
Key commercial due-diligence read
The description does not evidence any revenue, customers or adoption beyond the founder's personal experience. There is no evidence of market traction, pricing data, user feedback or commercial viability. The project appears to be a proof-of-concept or early-stage tool with no demonstrated commercial impact.
What The Product Actually Is
The description states that DoBre:
- Calculates exact selling prices required to receive desired net profit after Mercado Libre fees, shipping costs and taxes
- Models Mercado Libre's pricing rules using a binary search algorithm
- Solves the problem of "What price should I publish so I receive exactly the amount I want?" rather than "How much will I earn if I sell for this price?"
- Is built with Flutter for Android, Windows and Web platforms
- Uses publicly available information and JSON datasets to store fee tables, categories and pricing rules
- Includes a landing page, automated releases, Cloudflare deployment and centralized configuration system
The author states that the tool was designed to help real Mercado Libre sellers make better pricing decisions. The project is described as already usable on multiple platforms.
Positioning & Claim Evolution
The description states that DoBre started as:
- A personal project to help the founder's father
- A way for the founder to improve as a software developer, learn new technologies and solve a problem faced by thousands of Mercado Libre sellers
The author claims that DoBre:
- Solves a real-world problem instead of creating a demo just for a hackathon
- Is already usable and available on Android, Windows and Web
- Was designed to help real Mercado Libre sellers make better pricing decisions
- Represents a solution to a common problem faced by Mercado Libre sellers
The positioning appears to be evolving from a personal tool to a commercial product that could serve thousands of sellers. The author states the project was submitted to a hackathon, suggesting it may have been initially conceived as a demonstration.
Target Customer & ICP
The description states that DoBre is intended for:
- Mercado Libre sellers
- Specifically, sellers in Argentina (as the tool models Mercado Libre's pricing behavior)
- Sellers who struggle with calculating profitable prices and don't want to lose money on sales
The author notes that his father started selling on Mercado Libre and ran into the same problem, indicating a personal connection to the target audience. The description does not identify specific customer segments beyond general Mercado Libre sellers.
Business Model & Pricing Evidence
The description states:
- DoBre calculates profitable listing prices for sellers
- It models Mercado Libre's pricing rules and adjusts selling price using binary search algorithm
- The tool is described as already usable on multiple platforms
- The author mentions plans to launch a Pro version with advanced features
No evidence of pricing structure, revenue model or monetization strategy is provided. The description does not mention any paid features, subscription models, or commercial arrangements.
Technical & Delivery Signals
The description states that DoBre:
- Is built with Flutter for Android, Windows and Web platforms
- Uses publicly available information and structured datasets stored as updateable JSON files
- Includes a landing page, automated releases, Cloudflare deployment and centralized configuration system
- Was built using Codex and GPT-5.6 throughout development
- Uses React, Tailwind, TypeScript, Vite, CSS, Dart, GitHub, Pages, Workers, Actions, JSON
The author claims the project was designed to be easily updated as Mercado Libre evolves, with fee tables and pricing rules stored in updateable JSON files. The tool includes automated releases and Cloudflare deployment.
Traction & Maturity Signals
The description states:
- DoBre is already usable on Android, Windows and Web
- It was built as a personal project that became useful for others
- The author learned about APIs, Android debugging, responsive web development, deployment with Cloudflare, release automation, application architecture and how to build software around a real user problem
However, there is no evidence of:
- User adoption or customer base
- Revenue or monetization
- Market traction or usage metrics
- Commercial success or business growth
- Customer feedback or testimonials
Competitive Context
The description does not provide any information about:
- Direct competitors in the Mercado Libre pricing space
- Indirect competitors or substitute solutions
- Market size or competitive landscape
- Differentiation from existing tools
No evidence of competitive positioning, market analysis or competitive advantages is provided.
Key Risks & Red Flags
Key risks and red flags identified:
- The project appears to be a personal tool with no demonstrated commercial traction
- No evidence of revenue, customers or adoption beyond the founder's experience
- The author states it was submitted to a hackathon, suggesting it may be a proof-of-concept rather than a mature product
- No pricing information, monetization strategy or business model is evident
- The tool relies on publicly available information and JSON datasets that may not be comprehensive or up-to-date
- The binary search algorithm approach may not fully capture the complexity of Mercado Libre's actual pricing calculations
- No evidence of market validation or user feedback
Diligence Questions To Ask The Founders
- What specific Mercado Libre fee structures does DoBre model, and how frequently are these updated?
- How many Mercado Libre sellers have actually used DoBre, and what is their feedback?
- What is the current monetization strategy for DoBre, if any?
- How does DoBre handle edge cases in Mercado Libre's pricing rules that may not be captured in public datasets?
- What are the actual costs of maintaining the JSON datasets and updating them as Mercado Libre changes its policies?
- How does DoBre ensure accuracy when Mercado Libre's pricing rules change frequently?
- What is the competitive landscape for pricing tools on Mercado Libre, and how does DoBre differentiate itself?
- What are the technical limitations of using a binary search approach versus direct calculation methods?
- How does the founder plan to scale beyond Argentina and Mercado Libre specifically?
- What are the key assumptions about user behavior and adoption that underlie this product?
Investment/Partnership Verdict
The description states that DoBre is:
- A tool built to solve a real-world problem faced by thousands of Mercado Libre sellers
- Already usable on Android, Windows and Web platforms
- Designed to help real Mercado Libre sellers make better pricing decisions
- The result of the founder's learning experience in software development
However, there is no evidence of:
- Revenue generation or monetization
- Customer base or user adoption
- Market traction or commercial viability
- Business model or pricing strategy
- Competitive positioning or market analysis
The project appears to be a personal solution with limited commercial evidence. The author's own account suggests it was built for a hackathon, indicating it may be an early-stage concept rather than a developed business.
Confidence level: Low
This analysis is based entirely on self-reported information from the project description. No independent verification or third-party evidence is available to confirm any claims about traction, revenue, customers or commercial viability.
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.
