Last updated 7 months ago
The decentralized AI sector faces a critical issue: a lack of transparency in AI model performance metrics and usage statistics, making it difficult for users and developers to assess their quality.
AI Insights is a Cardano-based platform that makes AI model usage and performance data transparent, verifiable, and actionable.
This is the total amount allocated to AI Insights: Blockchain Based AI Analytics Platform.
Please provide your proposal title
AI Insights: Blockchain Based AI Analytics Platform
Enter the amount of funding you are requesting in ADA
95000
Please specify how many months you expect your project to last
4
Please indicate if your proposal has been auto-translated
No
Original Language
en
What is the problem you want to solve?
The decentralized AI sector faces a critical issue: a lack of transparency in AI model performance metrics and usage statistics, making it difficult for users and developers to assess their quality.
Does your project have any dependencies on other organizations, technical or otherwise?
No
Describe any dependencies or write 'No dependencies'
No dependencies
Will your project's outputs be fully open source?
Yes
License and Additional Information
MIT
Please choose the most relevant theme and tag related to the outcomes of your proposal
Analytics
Mention your open source license and describe your open source license rationale.
We will release the project under the MIT License. This license provides a balance between openness and protection: it ensures that the code is freely available for use, modification, and redistribution, while also protecting contributors through explicit patent and liability clauses. MIT is widely adopted in the blockchain and AI communities, making it easier for developers and organizations to adopt and contribute without legal uncertainty.
How do you make sure your source code is accessible to the public from project start, and people are informed?
The source code will be hosted in a public GitHub repository from the beginning of the project. All development will take place openly, using public branches, issues, and pull requests. We will maintain a clear README and changelog to keep the community updated. Major updates and releases will be announced through the repository, our project website, and community channels to ensure that interested users and developers are aware of progress and can engage early.
How will you provide high quality documentation?
We will provide documentation in a structured and versioned format, covering installation, setup, API references, and usage examples. The documentation will be maintained alongside the codebase, ensuring consistency through automated checks and continuous integration. We will also include tutorials, diagrams, and practical examples to lower the entry barrier for new users. Community feedback will be actively integrated, and updates will be published with every new release to guarantee that the documentation remains accurate and reliable.
Please describe your proposed solution and how it addresses the problem
The decentralized AI sector faces a critical issue: a lack of transparency in AI model performance metrics and usage statistics. This prevents users and developers from optimizing their models effectively, leading to slower adoption and limited scaling of AI technologies in decentralized environments. The challenge is particularly relevant for Cardano, where transparency and accountability are core values.
AI Insights is a blockchain-based analytics platform designed to enhance transparency and trust in AI models by leveraging Cardano’s secure, decentralized infrastructure. Through the platform, we provide a transparent, immutable record of AI model usage, performance, and transaction data. By integrating with Cardano’s blockchain, AI Insights monitors inference payments and visualizes key performance indicators such as user engagement, popular models, and AI market trends.
This blockchain-backed data ensures that stakeholders can trust the metrics provided, fostering a reliable environment for AI development on Cardano. Additionally, by offering these insights in a decentralized, verifiable manner, we empower developers to optimize their models based on transparent feedback and allow users to make more informed decisions when selecting AI solutions.
AI Insights will be built on Cardano's blockchain, utilizing its transparent, decentralized infrastructure to store and verify AI model data. This integration not only ensures the security and immutability of the data but also enhances the credibility of the Cardano network itself. By offering a use case where blockchain guarantees the transparency of AI models, AI Insights strengthens Cardano's position as a leading platform for decentralized innovation. The system is designed to align with Cardano’s values of openness and collaboration, reinforcing trust among developers and users, and driving further adoption of the blockchain for AI applications.
AI Insights will serve as a critical tool for AI developers and users within the Cardano ecosystem, as well as the broader decentralized AI community. For developers, the platform provides detailed analytics and performance feedback, enabling more effective model refinement and innovation. For users, AI Insights offers clear and verifiable performance data, allowing them to select high-quality AI models with confidence. This engagement will not only foster a thriving developer community but also attract new users to the Cardano ecosystem by demonstrating its utility in real-world AI applications.
What sets AI Insights apart is its unique use of Cardano’s blockchain to enhance transparency and trust in AI analytics. While existing AI analytics platforms might focus on centralized models, AI Insights uses Cardano’s decentralized system to guarantee the accuracy, transparency, and immutability of all performance data. This commitment to openness directly aligns with Cardano’s core values, fostering innovation while helping to scale the adoption of decentralized AI solutions on the platform.
By enhancing trust in AI models through verifiable data, AI Insights will contribute significantly to the Cardano community. It will not only increase user confidence and attract more developers but also promote broader adoption of Cardano’s blockchain.
Please define the positive impact your project will have on the wider Cardano community
AI Insights will significantly benefit the Cardano ecosystem by providing transparent, blockchain-backed analytics for AI models, boosting both developer innovation and user trust. By offering detailed insights into AI performance, our platform empowers developers to build better models and enables users to make informed decisions, enhancing the quality of decentralized applications on Cardano.
This transparency fosters a reliable environment that attracts new users and developers, driving growth and innovation within the ecosystem. The increased trust and engagement will help position Cardano as a leading platform for decentralized AI solutions.
Key Areas of Impact:
Sharing Outputs and Opportunities:
Outputs and opportunities from AI Insights will be shared widely with the community through several channels:
By enhancing transparency, fostering innovation, and engaging the community, AI Insights will create a positive, lasting impact on Cardano’s ecosystem, driving its growth as a hub for decentralized AI solutions.
What is your capability to deliver your project with high levels of trust and accountability? How do you intend to validate if your approach is feasible?
The AI Insights platform is well-positioned for success due to its alignment with current trends and demands within the decentralized AI and blockchain sectors. The core objective is to address the urgent need for enhanced transparency and accountability in AI model performance analytics on blockchain networks, particularly within the Cardano ecosystem. The use of cutting-edge blockchain technology ensures scalability, security, and reliability, making AI Insights a highly relevant and timely solution for developers, users, and other stakeholders. Additionally, by offering robust analytical tools for model performance and transaction data, AI Insights is designed to grow with the expanding needs of decentralized AI applications, delivering continuous value to the Cardano community. This alignment with both present and future technological developments significantly strengthens the project’s feasibility.
Our team comprises several with 5 to 10 years of experience in Machine Learning, Data Science, and Blockchain Technology, each with a track record of delivering successful AI and blockchain projects. To ensure the project's feasibility, we decided to use a phased development strategy that aligns with our milestones. Moreover, we will perform regular project updates to our community.
Our work-philosophy is best described by:

Open: Achievements and insights are shared with our community on a regular basis. Key results and components of our work are published and made available as open-source on GitHub, benefiting all Cardano users.
Transparent: Using clear documentation and academic rigor, we build trust and accountability. Whenever appropriate, we are happy to discuss our work with the community at top-tier blockchain and AI conferences around the globe.
Collaborative: Through collaboration with established industry-peers from our earlier blockchain ventures, we gain regular feedback to continuously improve and adjust where required.
By adhering to these principles of openness, transparency, and collaboration, our team demonstrates its capacity not only to deliver a viable solution but also to foster community trust and engagement throughout the project’s lifecycle.
Milestone Title
Research and Feature Specification
Milestone Outputs
Conduct a comprehensive review of existing AI analytics solutions, decentralized platforms, and blockchain-based transparency frameworks. Define the technical and user requirements specific to Cardano’s ecosystem, resulting in a detailed specification of the core features and functionalities for AI Insights.
Acceptance Criteria
Completion of a research report that clearly documents the feature set, technical requirements, and integration approach with Cardano. The report should justify design decisions based on market gaps and user needs.
Evidence of Completion
A research report (PDF) uploaded to GitHub, accompanied by an announcement on the X @UnboundedMarket channel summarizing findings and next steps.
Delivery Month
1
Cost
10000
Progress
10 %
Milestone Title
UI/UX Full Design
Milestone Outputs
Develop and finalize the UI/UX design for the AI Insights dashboard. This includes user journey flows, detailed wireframes, and the design specification for integration with Cardano’s blockchain. Focus will be on usability, clarity of analytics, and accessibility for both developers and users.
Acceptance Criteria
Approved design package including wireframes, visual mockups, and a documented integration plan with Cardano. The design should reflect insights gathered from Milestone 1 research, such as user requirements and typical usage flows.
Evidence of Completion
PDF package containing finalized design mockups, wireframes, and the blockchain integration plan, stored in the public repository. All results will be communicated to the Cardano Community via the official UnboundedMarket channels on X and Telegram.
Delivery Month
2
Cost
20000
Progress
30 %
Milestone Title
Backend & Analytics Development
Milestone Outputs
Implement the first functional version of AI Insights, consisting of both the backend and frontend components. The backend will include infrastructure for monitoring inference payments, securely tracking AI model usage, and generating performance statistics. The frontend will visualize this data in real time through the UI designed in Milestone 2, ensuring clarity and usability. Full integration with Cardano will be completed at this stage to guarantee that all analytics are stored immutably and can be independently verified. Extensive testing will be conducted, including functional tests (core features work as intended), security tests (data integrity and protection), and quality checks (usability and performance).
Acceptance Criteria
A functional MVP that meets the technical specifications defined in Milestone 1 and integrates seamlessly with the Cardano blockchain. The MVP should demonstrate the ability to track and visualize AI model usage and performance while passing all functional, security, and quality tests.
Evidence of Completion
A publicly accessible demo version of AI Insights. Detailed documentation (user guide, technical guide, and API documentation) explaining the platform’s usage and features. A technical report summarizing the results of security and quality testing.
Delivery Month
3
Cost
45000
Progress
80 %
Milestone Title
Launch and Community Engagement
Milestone Outputs
Officially launch the AI Insights MVP and initiate active engagement with the Cardano and broader decentralized AI communities. This will include deploying the MVP website, publishing onboarding materials, and creating a video tutorial explaining how to use the platform. Community engagement activities will involve launch announcements, Q&A sessions, and outreach via the @UnboundedMarket channel and other relevant platforms. The goal is to ensure that both developers and users understand the value of AI Insights and are encouraged to adopt and contribute to it.
Acceptance Criteria
Successful live deployment of the MVP website with Cardano integration and availability of the majority of features outlined in the Milestone 1 research report. Evidence of community engagement through launch announcements, tutorials, and user feedback channels.
Evidence of Completion
A project close-out report summarizing achievements and lessons learned. A recorded video tutorial demonstrating the use of the AI Insights platform. A public launch announcement posted on the X @UnboundedMarket channel, alongside supporting community engagement materials.
Delivery Month
4
Cost
20000
Progress
100 %
Please provide a cost breakdown of the proposed work and resources
Funding Strategy: Conservative assumption 1 ADA ≈ $0.7 USD. Deficit Coverage: Any budget shortfalls will be covered by the UnboundedMarket team.

Project Management: Overall costs: 5,000 ADA
AI Insights UI + UX Design:
Website Development (MVP with Cardano Integration):
Operational Costs:
Overall budget required: 95,000 ADA
This budget has been carefully planned to align with the specific milestones and objectives. It includes essential components such as professional services, hosting infrastructure, and community engagement activities. Each part of the project, from design and development to community engagement, is adequately funded to ensure both the successful launch of the MVP and the platform’s long-term sustainability.
How does the cost of the project represent value for the Cardano ecosystem?
The budget for AI Insights is strategically designed to ensure the efficient use of funds, focusing on the critical project components necessary for creating a robust and scalable platform that enhances AI transparency on the blockchain. Developer salaries and professional services rates are aligned with standard industry rates, ensuring competitive compensation for skilled professionals. This approach guarantees the delivery of the high-quality product while maintaining cost-effectiveness.
The budget includes necessary design and development tools like Adobe Suite and infrastructure costs for cloud servers, which is essential for ensuring a secure and scalable platform. These tools are vital for effective software development and maintenance, and the budget reflects the use of industry-standard licenses. Cloud servers, in particular, provide the flexibility and scalability needed to support the growing platform and user base, ensuring reliability and performance as the project expands.
Allocating funds for marketing and detailed documentation enhances transparency and drives user adoption and engagement, which is essential for community growth and platform success. By investing in these areas, AI Insights can effectively reach developers and users, encouraging them to participate in the platform. Clear and thorough documentation also ensures that users and developers can easily access and understand the platform's capabilities, which is essential for long-term success. This investment will help grow the Cardano ecosystem by attracting new participants and fostering innovation.
The return on investment (ROI) for AI Insights is significant, as it addresses a critical need for transparency and trust in AI models within the Cardano ecosystem. By providing detailed performance metrics and further insights, the platform empowers AI developers to improve their models and allows users to make informed decisions. This will drive the adoption of decentralized AI applications, enhance developer participation, and increase user trust in blockchain-based AI solutions. The milestone-based approach ensures that funds are used efficiently, and project accountability is maintained throughout the development process.
Overall, AI Insights offers excellent value by effectively using the budget to enhance Cardano's technological infrastructure and community engagement, promoting trust, innovation and growth in decentralized AI applications.
Terms and Conditions:
Yes
We are a team that combines strong backgrounds in AI and blockchain development. Members have co-founded startups, contributed to DeFi protocols, and published AI conferences. Our experience spans several areas of machine learning and DeFi, with a focus on applying AI to real-world challenges. Together, we bring several years of blockchain development and AI research, aiming to drive innovation at the intersection of AI and blockchain.