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Doel AI

Transforming DeFi Insights Through Conversational Intelligence

Ment Tech Labs collaborated with Doel AI to create an advanced AI chatbot ecosystem that bridges decentralized finance with real-time analytics and human-like interaction. Doel AI empowers users to query market data, manage portfolios, and understand DeFi protocols directly through chat without navigating complex dashboards or analytics tools.

Doel AI

Quick Project Highlights

Region/Industry

Project Duration

Client Type

Core Technologies

Python
LangChain
React
Node.js
Solidity
The Graph
AWS Cloud
Web3.js
Doel AI

Client Background

Reimagining How Users Interact with DeFi Data

Doel AI was created to make decentralized finance easier to understand and interact with. The founders noticed that while DeFi tools were powerful, they were often too technical for everyday users. Tracking assets across multiple wallets, comparing yields, or understanding protocol risks required deep knowledge and constant manual effort.

To change that, Doel AI envisioned a chatbot ecosystem that could talk directly to users, turning complex data into simple conversations. By partnering with Ment Tech Labs, the team aimed to build an AI-powered assistant capable of real-time portfolio tracking, yield insights, and on-chain analytics. The goal was simple: make DeFi feel as natural as chatting with an expert who always has the right data.

Let’s make decentralized finance conversational and intelligent

Key Challenges Faced Before Partnering with Ment Tech Labs

Before collaborating with Ment Tech Labs, the Doel AI team faced several technical and design challenges that limited the platform’s ability to deliver accurate, conversational, and real-time DeFi intelligence.

Complex IoT Interoperability

Fragmented DeFi Data Sources

On-chain data was scattered across multiple protocols and block explorers, making it difficult to aggregate accurate insights for users in one place.

Lack of Integrated Marketplace Infrastructure

Limited Natural Language Understanding (NLU)

Early chatbot prototypes struggled to interpret DeFi-specific queries, especially those involving token pairs, liquidity pools, and real-time analytics.

Inconsistent Portfolio Tracking Across Chains

Inconsistent Portfolio Tracking Across Chains

Users holding assets across multiple networks couldn’t view unified analytics, as existing APIs lacked cross-chain interoperability.

Real-Time Synchronization Issues

Absence of Real-Time Market Updates

The system lacked live data feeds, meaning users often received outdated information about asset prices or liquidity metrics.

Low User Trust and Explainability

Low User Trust and Explainability

Without transparent data sources or verifiable contract interactions, users questioned the accuracy and reliability of AI-generated insights.

Limited Personalization and Context Retention

Limited Personalization and Context Retention

The chatbot couldn’t remember past user queries or personalize responses based on their DeFi behavior, resulting in repetitive interactions.

Ment Tech Labs’ Development Approach

Phased Execution Focused on Transparency, Impact, and Scalability

Ment Tech Labs worked with Doel AI to design a conversational platform that combines blockchain intelligence with human-like dialogue. Our focus was to build a secure, real-time AI system capable of translating complex DeFi data into simple, actionable insights.

Discovery and Architecture Design

We analyzed existing DeFi data providers and identified key gaps in accuracy and response time. Based on this, a modular multi-agent framework was designed to support analytics, portfolio tracking, and conversational intent recognition.

Discovery Phase

Conversational AI Engine Development

Our team built a DeFi-trained NLP engine that understands protocol names, token pairs, and liquidity metrics. The model was fine-tuned to interpret queries with financial context and respond in natural, precise language.

Compliance and KYC Workflow Integration

Cross-Chain Data Integration

We connected The Graph, Web3 APIs, and oracle feeds to deliver unified analytics from Ethereum, Polygon, and BNB Chain. This ensured users could view all portfolio insights in one interface.

Smart Contract Development and Testing

Smart Query Layer and Insight Generation

A context-aware query layer was developed to process user prompts into on-chain lookups. It powers features like ROI tracking, pool performance, and token comparison within chat.

 Wallet and Network Interoperability

UX and Security Layer

The conversational dashboard was designed for simplicity, blending text prompts, data cards, and quick replies. With wallet-based authentication and auditable data, users retain full control and transparency.

Frontend Experience and Card UI Design

Launch and Continuous Improvement

Doel AI was deployed with live integrations and user feedback loops. Ment Tech Labs continues to enhance response accuracy, data coverage, and protocol support with every update.

Performance Optimization and Launch

Solutions Delivered for Doel AI

Ment Tech Labs delivered an intelligent chatbot ecosystem that merges conversational AI with decentralized analytics. Each solution was designed to simplify data interpretation, strengthen transparency, and enhance user engagement across the DeFi ecosystem.

AI-Powered Conversational Engine

AI-Powered Conversational Engine

Built a domain-specific language model capable of understanding DeFi terms, token pairs, and liquidity pool analytics with high accuracy.

High Latency on Bitcoin Network

Real-Time Portfolio Tracker

Developed a cross-chain tracking module that consolidates wallet data, token balances, and yield insights from multiple networks in real time.

Smart Query and Insight Layer

Smart Query and Insight Layer

Enabled natural language queries for on-chain lookups, generating instant analytics such as staking yields, APY comparisons, and risk metrics.

DeFi Protocol Integration Suite

Integrated top DeFi protocols and data oracles to fetch live market data, liquidity pool stats, and transaction histories seamlessly.

Secure and Transparent Data Access

Implemented non-custodial wallet connections and encrypted data handling with full traceability of every insight source.

Interactive Chat Dashboard

Interactive Chat Dashboard

Created a conversational interface combining text, charts, and quick actions for effortless portfolio management and insight retrieval.

Unified Cross-Chain Dashboard

Cross-Chain Scalability Framework

Designed backend support for multi-network expansion, enabling smooth addition of new chains and data sources.

Continuous Learning and Personalization

Continuous Learning and Personalization

Deployed adaptive AI models that learn from user queries and personalize responses to reflect user preferences and activity.

Our clients

Trusted by Global Innovators

AF
Elephant
Quantum Genrater
Energy Fi
Wenbit
3co-swap
Crypto
social swap
AF
Elephant
Quantum Genrater
Energy Fi
Wenbit
3co-swap
Crypto
social swap

Key Features of Doel AI

Doel AI was designed to make decentralized finance more human and accessible through intelligent conversations. Each feature enhances usability, trust, and performance across the DeFi ecosystem.

Conversational DeFi Assistant Cross-Chain Portfolio Tracking

Real-Time Market Intelligence

Protocol Analytics and Risk Insights


Personalized Recommendations



Multi-Wallet Integration

Visual Analytics Dashboard

Secure and Transparent Architecture
Conversational DeFi Assistant

Conversational DeFi Assistant

Users can chat directly with the AI to access insights on tokens, yields, and portfolio performance in real time.

Cross-Chain Portfolio Tracking

Cross-Chain Portfolio Tracking

Consolidates wallet balances and yield data from Ethereum, BNB Chain, and Polygon into a single, unified view.

Real-Time Market Intelligence

Real-Time Market Intelligence

Streams live token prices, liquidity data, and protocol updates powered by verified on-chain feeds.

Gasless On-Chain Transactions

Protocol Analytics and Risk Insights

Provides transparent data on protocol TVL, pool utilization, and potential yield risks for informed decision-making.

Apple Pay and Google Pay Integration

Personalized Recommendations

The AI adapts to user behavior, offering contextual alerts, staking suggestions, and portfolio optimization tips.

Multi-Wallet Integration

Multi-Wallet Integration

Connects MetaMask, WalletConnect, and Coinbase Wallet for secure, non-custodial portfolio management.

Visual Analytics Dashboard

Visual Analytics Dashboard

Combines chat-based interaction with data cards and charts for a seamless, intuitive insight experience.

Secure and Transparent Architecture

Secure and Transparent Architecture

All insights are backed by auditable on-chain data and encrypted user connections, ensuring complete trust and reliability.

Enquiry

Key Outcomes and Measurable Impact

Driving Performance and Efficiency Across DeFi Markets

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