AI Products & Automation

From data to action.

DappGo builds market intelligence products and reliable AI workflows for teams that need useful outputs, not prototypes.

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Products

DappGo products

Live products built and maintained by DappGo, from market intelligence to mobile entertainment.

TW Stocks app icon In production

TW Stocks

Daily signals, market breadth, sector rotation, and company-level analysis for Taiwan-listed stocks.

TW market · Mobile app Request access →
US Stocks app icon In production

US Stocks

A research app combining price action, fundamentals, news sentiment, insider activity, and options flow.

US market · Mobile app Request access →
Options app icon In production

Options

An automated options pipeline with Black–Scholes pricing, timing signals, open-interest concentration, and model-assisted commentary.

US options · Report + app See daily report →
Number Merge app icon Product experiment

Number Merge

A focused number-merging game and a compact experiment in product design.

Mobile game · Ad-supported Learn more →

Latest Product Updates

Recent improvements across TW Stocks, US Stocks, and Options.

Charts

Chart views and time ranges

Switch between candlestick and line charts, with ranges from one month to three years.

Signals

Market direction signals

A combined signal uses the Taiwan Weighted Index and SPY to indicate bullish, bearish, or neutral conditions.

Advanced

Side-by-side stock comparison

Compare valuation, earnings, momentum, and yield metrics in one view.

Signals

Signal movers

Review stocks with the largest signal changes over the past seven days.

Signals

News sentiment

Classify related headlines as positive or negative across Traditional Chinese and English sources.

Advanced

Options flow anomalies

Track call-to-put volume and volatility skew to identify unusual options activity.

Advanced

Relative strength by sector

Compare a stock with its peers and the broader index to identify sector leadership.

Charts

Fundamentals at a glance

Review valuation, earnings, dividend yield, and US insider activity in one card.

Charts

Customizable analysis layout

Choose which analysis sections appear on the page and keep the workspace focused.

Services

Automation services

Design, integrate, and operate reliable AI workflows around your data.

Workflow automation

We map manual processes and build monitored pipelines that run on schedule with minimal intervention.

Model and data integration

Connect language, vision, and speech models with the data and systems your workflow already uses.

Custom AI systems

When standard tools do not fit, we design a production system around your data, controls, and operating needs.

Delivery process

From scope to production

A focused path from a defined use case to a monitored production workflow.

01

Define the use case

Map the current workflow, identify the right opportunity, and define a measurable outcome.

02

Design the system

Select the models, integrations, and data flows before implementation begins.

03

Build and validate

Release in small increments and validate the workflow with real inputs before launch.

04

Deploy and operate

Deploy with monitoring, alerts, and a clear operating handoff after go-live.

Start focused. Scale when ready.

Begin with one measurable workflow or build a production system around your operations.

Focused

Workflow starter

A focused automation for a defined process and a measurable outcome.

  • Process mapping and workflow design
  • Model and API integration
  • Monitoring and handoff
Scale

Production system

A production-grade system integrated with your existing stack and operating model.

  • Model evaluation and customization
  • Private deployment options
  • Security, monitoring, and support
Selected work

Products and systems in production

Examples of products and automation systems we build and operate.

Daily options intelligence

An automated weekday pipeline covering Black–Scholes pricing, timing signals, open-interest concentration, and model-assisted commentary.

See today’s report →

DappGo mobile products

Three native market applications turn daily data pipelines into practical research tools with analysis, watchlists, and charts.

Explore the products →

Enterprise automation

End-to-end workflow automation covering data ingestion, model inference, and reliable output delivery.

Discuss your use case →
Technology

Technology, applied

We select the models, data stack, and infrastructure to fit the problem—not the other way around.

Language models and NLP

OpenAI GPT-4 Claude Gemini LangChain

Data & Analytics

Python Pandas NumPy Airflow

ML & Training

PyTorch scikit-learn XGBoost Hugging Face

Infrastructure

AWS GCP Docker GitHub Actions

Discuss your requirements

Have an automation need?

Tell us which workflow you want to improve. We'll reply within 24 hours.

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