ChartGuru
Five asset classes. One dashboard. One research agent.
A multi-asset market analysis platform for stocks, crypto, FX, metals, and indices — with technical and fundamental analysis, a portfolio tracker, and the Guru research AI agent.
INDUSTRY
FinTech / AI Agent
TIMELINE
8 weeks to MVP
CATEGORY
Multi-Asset Analysis Platform

THE CHALLENGE
Serious traders end up stitching together a chart tool, a fundamentals site, a portfolio tracker, an FX feed, a metals feed, and a research newsletter. Insight ends up fragmented across browser tabs, and the hardest part is no longer "more data" — it is reaching a confident decision quickly without losing context.
THE SOLUTION
We designed and built ChartGuru as one focused workflow across five asset classes. Pick any symbol — a stock, a coin, an FX pair, gold or silver, or a global index — and instantly get a chart, a composite read across 20+ technical indicators with ML pattern recognition, AI-powered fundamentals, calendar events, and a Guru research report when you want a full briefing. Charts use a primary engine with a built-in fallback so the dashboard never hits a dead end.
RESULTS
The numbers behind the work.
5 (Stocks, Crypto, FX, Metals, Indices)
Asset Classes Covered
20+
Technical Indicators
Daily / Weekly / Monthly / On-Demand
AI Research Reports
8 Weeks
Time to MVP
HOW WE BUILT IT
Product thinking, design, and engineering working together.
Five asset classes, one workflow
ChartGuru covers stocks, crypto, FX, metals (gold and silver), and global indices behind one consistent dashboard. A curated FX catalog spans majors, minors, and exotics, with a free-form ISO parser for power users. Indices cover the US, UK, EU, and Asia. The same chart, indicator, and analysis flows work across every asset class so traders never have to context-switch between tools.
Technicals, fundamentals, and the Guru research agent
20+ technical indicators — RSI, MACD, Bollinger Bands, SMA/EMA, Stochastic, ADX, ATR, OBV, Linear Regression and more — sit alongside ML-assisted trend, pattern recognition, and market regime detection, plus AI-powered fundamentals with score, recommendation, strengths, risks, and catalysts. The Guru research agent ties it all together: full reports on demand or on a daily, weekly, and monthly cadence, with executive summary, price target, support and resistance, patterns, and macro context.
Portfolio, calendar, and production-grade plumbing
A first-class portfolio tracker — realised and unrealised P&L, cost basis, allocation, CSV export, and AI insights — ships in the box, alongside a unified earnings, dividend, and crypto milestone calendar. Underneath: resilient charting with automatic fallback, smart caching that cuts upstream calls by 60–80%, cost-aware AI with prompt compression and daily spend limits, and auth, plan gating, and subscription billing already wired in.
PROJECT STEPS
A clear path from scope to launch.
Multi-asset data spine
Built a unified data layer that normalises stocks, crypto, FX, metals, and indices into a single OHLC and indicator pipeline so every asset class flows through the same analysis path.
Indicator and ML engine
Implemented 20+ technical indicators alongside ML-assisted trend, pattern recognition, and market regime detection, with multi-timeframe support and composite scoring.
AI fundamentals and Guru research agent
Designed and shipped AI-powered fundamental scoring plus the Guru research agent, which produces daily, weekly, monthly, and on-demand reports with executive summary, technicals, fundamentals, ML, and macro context.
Subscription-ready foundation
Layered a portfolio tracker, calendar, and focused dashboard UX on top — then wired in auth, plan gating, subscription billing, smart caching, and cost-aware AI controls so the product is ready to scale from launch.
TECHNOLOGIES
WHY WE BUILT IT
“We built ChartGuru because traders were paying for six tools to do one job: a chart tool, a fundamentals site, a portfolio tracker, an FX feed, a metals feed, and a research newsletter. They were spending the morning copy-pasting between them.
Compressing all of that into one focused workflow across five asset classes, and putting a research AI agent on top, gets users to a confident decision faster than any single tool we replaced.”
Superagents Labs — Product Team
RELATED WORK
Other products we have shipped.

Instalogo
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CoinTrends
A multi-chain market intelligence dashboard currently in active build — designed to surface trends, whale flow, network activity, and sentiment across multiple chains in a single signal-first interface.
NEXT STEP
Want to deliver something similar?
We can help you scope the right version, design the core experience, and ship it without wasting months on the wrong features.