Executive summary
heyRISA is a crypto-native AI intelligence platform that connects users to real-time market data through specialized AI agents. The platform provides institutional-grade analytics — technical analysis, sentiment tracking, wallet intelligence, and DeFi optimization — through a conversational chat interface accessible to anyone.
The platform runs 33+ domain-specific AI agents, each with access to 40+ real-data tools spanning price feeds, on-chain analytics, DEX data, and news aggregation. Users interact in natural language and receive formatted, actionable insights backed by live data from CoinGecko, DexScreener, Helius, Dune Analytics, and other providers.
heyRISA operates on a multi-model AI architecture, supporting providers including Azure OpenAI, Google Gemini, Mistral, and OpenRouter. This ensures redundancy, model diversity, and the ability to match the right model to each task.
1. Problem statement
Cryptocurrency markets operate 24/7 across thousands of tokens, hundreds of chains, and dozens of DeFi protocols. Individual traders face an overwhelming volume of data — price movements, on-chain signals, social sentiment, token unlocks, protocol updates, and macroeconomic events — that no human can process in real time.
Today’s crypto trader must navigate between multiple disconnected tools:
| Tool category | Examples | Limitation |
|---|
| Price trackers | CoinGecko, CoinMarketCap | No analysis, just raw data |
| Chart platforms | TradingView | Requires manual interpretation |
| On-chain analytics | Dune, Nansen | High learning curve, SQL knowledge needed |
| Portfolio trackers | DeBank, Zapper | No AI-powered insights |
| News aggregators | CoinDesk, The Block | No sentiment scoring or impact analysis |
| DEX screeners | DexScreener | Discovery only, no strategy layer |
1.3 Access gap
Institutional-grade analytics — multi-indicator technical analysis, sentiment scoring, risk-adjusted portfolio optimization, and whale tracking — have historically been available only to hedge funds and proprietary trading desks. Retail traders lack access to these capabilities or the technical expertise to build them.
2.1 Architecture overview
heyRISA is built on a three-layer architecture:
┌─────────────────────────────────────────────┐
│ User Interface Layer │
│ Chat Interface · Agent Selector · │
│ Model Picker · Wallet Connection │
├─────────────────────────────────────────────┤
│ AI Agent Orchestration │
│ 33+ Specialized Agents · Tool Router · │
│ Multi-Model Support · Context Management │
├─────────────────────────────────────────────┤
│ Data & Integration Layer │
│ CoinGecko · DexScreener · Helius · Dune · │
│ CryptoCompare · Alternative.me · Tavily · │
│ Multi-Chain RPCs · Wallet Adapters │
└─────────────────────────────────────────────┘
2.2 Multi-model AI strategy
heyRISA does not depend on a single AI provider. The platform supports multiple models across providers:
| Provider | Models | Strength |
|---|
| Azure OpenAI | GPT-4o Mini, GPT-4.1 | Reliability, tool calling, complex reasoning |
| Mistral | Pixtral Large, Mistral Large, Devstral | Multimodal analysis, coding, fast chat |
| Google | Gemini 3.1 Flash Lite, Gemma 3n | Speed, large context windows |
| OpenAI (OpenRouter) | GPT-4o Mini, GPT-OSS 120B | Fallback capacity, open-source models |
| Others (OpenRouter) | Hunter Alpha, Step 3.5 Flash | Diverse model characteristics |
- Redundancy — if one provider experiences downtime, users switch to another
- Task optimization — complex analysis uses GPT-4.1, quick queries use Flash Lite
- Cost efficiency — free-tier models handle routine tasks, premium models handle deep analysis
- Innovation access — new models are added as they become available
2.3 Specialized agent system
Unlike general-purpose chatbots, heyRISA deploys domain-specific agents — each trained with a custom system prompt and equipped with only the tools relevant to its domain.
Agent categories
Market analysis (6 agents):
Crypto Price Tracker, Technical Analysis Expert, Sentiment Analyst, Market Trend Analyst, Comprehensive Analyst, Market Overview Specialist
Portfolio & wallet (3 agents):
Portfolio Advisor, Solana Wallet Advisor, Portfolio Diversification Advisor
Trading & prediction (5 agents):
Price Predictor, Trading Strategy Tester, Small Cap Gem Hunter, Altcoin Season Predictor, Meme Coin Hunter
DeFi & yield (3 agents):
DeFi Strategy Advisor, Yield Farming Optimizer, NFT Collection Evaluator
Research & news (3 agents):
Event Analyst, Token Unlock Analyzer, Ultra AI Researcher
On-chain analytics (5 agents):
Dune DEX Analyzer, Dune NFT Tracker, Dune DeFi Analyst, Dune Whale Tracker, Dune Blockchain Metrics
Specialized (8 agents):
On-Chain Data Interpreter, Crypto Regulation Navigator, Tokenomics Designer, Blockchain Dev Assistant, Crypto Tax Consultant, DAO Governance Advisor, Layer 2 Ecosystem Guide, Airdrop Hunter, Crosschain Bridge Expert, Realtime Crypto Tracker
Why specialization matters
General-purpose AI models struggle with crypto analysis because they lack:
- Access to real-time data (training data is stale)
- Domain-specific reasoning patterns (e.g., interpreting RSI divergence)
- Tool-calling precision (knowing which API to call for which query)
Each heyRISA agent solves these problems with a focused prompt, a curated toolset, and real-time data access.
heyRISA’s agents access 40+ tools organized by function:
| Tool | Function |
|---|
cryptoPriceAnalysis | Real-time price data with market context |
cryptoTechnicalAnalysis | RSI, MACD, Bollinger Bands, moving averages |
cryptoSentimentAnalysis | Social + news sentiment scoring |
cryptoCompleteAnalysis | Combined price + technical + sentiment |
cryptoMarketOverview | Top gainers, losers, sector trends |
cryptoCoinSearch | Find coins by name, symbol, or category |
enhancedCoinDiscovery | Advanced search with filtering |
smallCapMonitor | Track low-cap tokens by volume and momentum |
| Tool | Function |
|---|
tokenUnlockAnalysis | Specific token unlock schedule and price impact |
upcomingTokenUnlocks | Calendar of upcoming unlock events |
tokenEmissionAnalysis | Inflation rate and supply schedule analysis |
| Tool | Function |
|---|
solanaWalletBalance | SPL token and SOL balances |
solanaNFTAnalysis | NFT collections with rarity and floor prices |
solanaTransactionAnalysis | Transaction history and pattern recognition |
solanaDeFiAnalysis | Active DeFi positions across protocols |
solanaCompleteWalletAnalysis | All-in-one Solana wallet deep dive |
| Tool | Function |
|---|
evmWalletAnalysis | EVM chain wallet balances and tokens |
svmWalletAnalysis | Solana Virtual Machine wallet analysis |
evmTransactionAnalysis | EVM transaction history |
evmActivityAnalysis | On-chain activity patterns |
multiChainWalletAnalysis | Unified cross-chain portfolio view |
supportedChainsInfo | List of all supported blockchain networks |
getUserConnectedWallet | Retrieve user’s connected wallet |
listUserWallets | List all user wallets |
| Tool | Function |
|---|
dexscreenerPairAnalysis | Detailed pair metrics and liquidity data |
dexscreenerTokenSearch | Find tokens across all DEXs |
dexscreenerMarketDiscovery | Trending pairs and new launches |
dexscreenerPortfolioAnalysis | DEX-based portfolio valuation |
dexscreenerChainAnalytics | Per-chain DEX activity metrics |
| Tool | Function |
|---|
technicalAnalysis | Multi-indicator TA with signal generation |
portfolioOptimizer | Risk-adjusted allocation recommendations |
arbitrageDetector | Cross-exchange price discrepancy detection |
riskManagement | Stop-loss, take-profit, position sizing |
displayPriceChart | Visual price chart rendering |
| Tool | Function |
|---|
marketTrendAnalysis | Sentiment + Fear & Greed macro analysis |
portfolioRebalance | Risk-based portfolio optimization |
pricePrediction | Multi-indicator buy/sell/hold signals |
eventCorrelation | News event impact on price movements |
| Tool | Function |
|---|
duneAnalytics | NFT, DeFi, whale, and blockchain metrics from Dune |
| Tool | Function |
|---|
search | Web search for latest information |
planSearchQueries | Multi-query research planning |
summarizeSources | AI-powered source summarization |
generateReport | Structured research report generation |
tavily_search | Enhanced web search via Tavily |
3.2 Data provider integrations
| Provider | Data type | Update frequency |
|---|
| CoinGecko | Prices, market cap, volume, historical data | Real-time |
| CryptoCompare | Price feeds, OHLCV data | Real-time |
| DexScreener | DEX pairs, trending tokens, new launches | Real-time |
| Alternative.me | Fear & Greed Index | Every 12 hours |
| Helius | Solana transactions, NFTs, DeFi, token metadata | Real-time |
| Dune Analytics | On-chain queries, protocol metrics, whale moves | Varies by query |
| Tavily | Web search, news aggregation | Real-time |
| Multi-chain RPCs | Blockchain state (balances, transactions) | Real-time |
4. Multi-chain support
4.1 Supported networks
heyRISA supports wallet analysis and on-chain data across 25+ blockchain networks:
Layer 1 chains:
Ethereum, Solana, BNB Smart Chain, Avalanche, Fantom
Layer 2 & scaling:
Arbitrum, Optimism, Base, Polygon, zkSync
Application-specific:
Additional chains via multi-chain RPC infrastructure
4.2 Wallet capabilities by chain
| Capability | Solana | EVM chains |
|---|
| Token balances | Yes | Yes |
| NFT detection | Yes (with metadata + rarity) | Yes |
| DeFi positions | Yes (Jupiter, Orca, Raydium, Kamino) | Yes |
| Transaction history | Yes (with AI analysis) | Yes |
| Staking detection | Yes | Varies |
4.3 Cross-chain portfolio view
The multiChainWalletAnalysis tool aggregates holdings across all connected chains into a unified portfolio view with:
- Total portfolio value in USD
- Per-chain breakdown
- Asset allocation percentages
- Cross-chain diversification score
5. Technical architecture
5.1 Frontend stack
| Technology | Purpose |
|---|
| Next.js 15 | App Router, server components, API routes |
| React 19 | UI rendering with streaming support |
| Tailwind CSS | Responsive styling system |
| Shadcn UI | Accessible component library |
| GSAP | Smooth animations and transitions |
| Phosphor Icons | Rich iconography |
| Lightweight Charts | Financial chart rendering |
5.2 Backend & data
| Technology | Purpose |
|---|
| Supabase (PostgreSQL) | User authentication, chat history, agent configs |
| Edge Functions | API route handlers at the edge |
| AI SDK (Vercel) | Unified interface for multi-provider AI calls |
| OpenProviders | Custom provider abstraction layer |
5.3 AI infrastructure
| Component | Implementation |
|---|
| Model routing | Per-request model selection with fallback chains |
| Tool calling | Structured function calls with JSON schema validation |
| Streaming | Server-sent events for real-time response rendering |
| Context management | Conversation history with token-aware truncation |
| Rate limiting | Per-user daily limits with tier-based allocation |
5.4 Security
| Measure | Description |
|---|
| Authentication | Supabase Auth with email, social, and wallet login |
| Wallet connection | Read-only — no transaction signing permissions requested |
| API keys | Server-side only, never exposed to client |
| Rate limiting | Intelligent per-user and per-model limits |
| Data encryption | TLS in transit, encrypted at rest in Supabase |
6. User experience
6.1 Conversational interface
The chat interface is designed for crypto traders who need fast, data-rich responses:
- Streaming responses — results appear in real-time as the agent processes
- Rich formatting — tables, color-coded badges (BUY/SELL, bullish/bearish), inline charts
- Related questions — each response suggests follow-up queries for deeper analysis
- Chat history — all conversations persisted for reference and continuity
6.2 Agent selection
Users can either:
- Direct selection — pick a specific agent from the agents page
- Suggestion routing — click a pre-built suggestion that routes to the optimal agent
- Default chat — type any question and the system routes to the appropriate tools
6.3 Crypto-native personality
heyRISA speaks the language of crypto culture. The AI uses natural degen terminology (gm, ser, fren, wagmi, ngmi, rekt, ape in) while delivering data-backed analysis. It matches user energy — bullish when the market is pumping, empathetic when positions are rekt, and contrarian when consensus is too strong.
The system detects the user’s language automatically and responds in the same language, while keeping crypto slang terms in English as they are universal.
6.4 Time-aware interactions
The AI adjusts its personality based on the user’s local time:
- Morning (5:00-11:59) — “gm fren” greetings
- Afternoon (12:00-16:59) — “hey anon” energy
- Evening (17:00-4:59) — “late night degen hours” vibe
7. Market opportunity
7.1 Total addressable market
| Segment | Estimated size | heyRISA positioning |
|---|
| Crypto traders (global) | 420M+ users | Primary audience — free tier |
| Active DeFi users | 10M+ wallets | Power users — deep analytics |
| Crypto research subscribers | $2B+ market | Alternative to paid research |
| Trading bot market | $1.5B+ by 2028 | AI-assisted decision layer |
7.2 Competitive landscape
| Competitor | What they do | heyRISA advantage |
|---|
| ChatGPT | General AI chat | No real-time crypto data, no tools |
| TradingView | Charts + community | No AI analysis, manual interpretation |
| Dune Analytics | On-chain queries | Requires SQL, no conversational interface |
| DeBank / Zapper | Portfolio tracking | No AI insights, no trading signals |
| Nansen | On-chain analytics | Expensive, institutional focus |
| Arkham | Entity labeling | Narrow focus, no portfolio advice |
8. Token economy & earning
heyRISA is designed with a sustainable free-tier model:
- Free tier — 200 messages/day, 5 file uploads, 50 special agent uses
- AI model access — all 11 models available on free tier with rate limits
- No paywall for core features — market analysis, trading signals, and wallet scanning are free
8.2 Future monetization paths
| Revenue stream | Description |
|---|
| Pro tier | Higher message limits, priority model access, advanced features |
| API access | Programmatic access to heyRISA tools for developers and institutions |
| Premium agents | Specialized agents with exclusive data sources |
| White-label | Custom deployments for exchanges, funds, and protocols |
9. Roadmap
Phase 1: Foundation (completed)
- 33+ specialized AI agents
- 40+ real-data tools
- Multi-model AI support (11 models, 5 providers)
- Multi-chain wallet integration (25+ chains)
- Real-time market analysis and trading signals
- Conversational interface with streaming responses
Phase 2: Enhanced intelligence
- Custom AI models trained on crypto-specific datasets
- Automated trading signal alerts and notifications
- Advanced backtesting for strategy validation
- Social trading features with copy-trading capabilities
Phase 3: Ecosystem expansion
- API access for developers and institutional clients
- Plugin system for community-built agents and tools
- Mobile native applications (iOS, Android)
- Integration with major exchanges for direct trading
Phase 4: Autonomous agents
- Fully autonomous AI trading bots with user-defined parameters
- Cross-platform portfolio management
- Decentralized identity integration (DID/Verifiable Credentials)
- Advanced derivatives and structured product analysis
10. Team & vision
heyRISA is built by a team of crypto-native developers and AI engineers who have experienced the pain of fragmented tooling firsthand. The vision is to make institutional-grade crypto intelligence accessible to everyone — from first-time traders to seasoned degens — through the most natural interface possible: conversation.
The platform is designed to grow with the crypto ecosystem. As new chains launch, new DeFi protocols emerge, and new AI models become available, heyRISA’s modular architecture allows rapid integration without rebuilding core infrastructure.
11. Conclusion
heyRISA represents the convergence of three megatrends:
- AI agents — specialized, tool-equipped AI that can reason and act on real-time data
- Crypto market maturation — growing demand for sophisticated analysis as markets evolve
- Conversational interfaces — the most accessible way to interact with complex data
By combining 33+ specialized agents, 40+ real-data tools, 11 AI models, and 25+ chain support into a single conversational platform, heyRISA eliminates the fragmentation that defines today’s crypto tooling landscape.
The platform is live, free to use, and growing.
Start now at app.heyrisa.com
This litepaper is a living document. It will be updated as new features, integrations, and capabilities are added to the platform.
