Alfa Use Case Examples

This page showcases the versatility of Alfa’s natural language API with real-world examples across different financial use cases. Each example includes the business value and a sample prompt that you can use as inspiration for your own implementations.

You’re just one API call away from implementing any of these examples in your own application! All examples can be executed through the create-workplan endpoint.

Alfa's Data Ecosystem

Alfa has access to a comprehensive financial data ecosystem including Global News Sources, Earnings Transcripts, Earnings Press Releases, Web Search, Advanced Web Scraping, SEC & SEDAR Filings, S&P Capital IQ, St Louis FRED, ORATS, S3 Partners, and more. You can reference these data sources directly in your prompts.

Tools & Output Controls

You’ll notice some examples reference specific tools like “Text to Table Tool” or “use web search.” These tool calls let you control the type of output and functionality you want. We’re actively working on surfacing more of these underlying tools for direct use in your prompts.

Market and Macro Intelligence

Generate comprehensive insights on market movements, trends, and news to inform investment decisions.

Global Market Summary

Value: Get concise summaries of market movements across multiple regions and asset classes with relevant context from central bank activities.


Example Prompt:

Provide a financial market summary for today covering the US, China, Hong Kong, and Japan. Focus on news from the Fed and Central banks, including any movements in the FX, commodities, and equity markets, along with reasons for these movements. Start with a summary of major market indices changes, including NDX, SPX, HSI, and CSI300, followed by the reasons for such changes and market sentiments.

Sector-Specific Macroeconomic Analysis

Value: Track regional economic trends affecting specific industry sectors over time.


Example Prompt:

Let me know macroeconomic developments over the past month focusing on the luxury goods sector in the following regions: Western Europe, US, China/Hong Kong.

Market Momentum Detection

Value: Identify early indicators of market momentum shifts using multiple technical indicators.


Example Prompt:

Create a table to detect early signs of momentum shifts in SPY, including the following metrics: price-volume action, relative strength index, and moving averages. Determine which of these companies have shown positive trends, increased volumes, and solid relative performance against the market. Then, provide a commentary analyzing companies with positive trends.

Security & Company Analysis

Perform deep dives into company financials, strategy, and market positioning to identify investment opportunities.

Competitive Peer Analysis

Value: Comprehensive financial comparison between a target company and its global and sector peers.


Example Prompt:

Find all the global peers for AMD, and then extract the following data for the target company and its peers: EV / EBITDA Ratio, Sales to EV Ratio, Price to Earnings, Revenue Growth Rate, weekly cumulative percentage change in Close Price, monthly cumulative percentage change in Close Price, and YTD cumulative percentage change in Close Price. Next, find all the peers for the target company within the same sector, and then extract the same set of data for the target company and its sector peers.

Deep-Dive SWOT Analysis

Value: Detailed evaluation of a company’s strategic position with segment breakdown and SEC filing references.


Example Prompt:

Prepare a deep dive analysis including strengths, weaknesses, opportunities, and threats (SWOT) for NVDA. Include a business segment breakdown by percentage revenue for each company. Compare and contrast these companies by evaluating market share, operating margins, revenue growth, profitability, recent strategic moves, and their respective strategic priorities. Additionally, compare the accounting policies of both companies and highlight any differences. Reference both SEC and SEDAR filings where applicable to support your analysis.

Private Company Research

Value: Comprehensive overview of a private company using web search and structured output with intelligent follow-up questions.


Example Prompt:

Research the private company 1PASSWORD to provide a comprehensive overview including the company profile, management team, capital raised, strategic initiatives, customer base, competitive moat, competitive risks, company size, and number of employees. Utilize web search and news sources to gather this information and present it in bullet points. Create separate outputs for each of the mentioned headers, resulting in a total of 8 outputs. Following the analysis of all outputs, generate both first and second derivative questions. The first derivative question should be technical, professional, and reflect the inquiry of a seasoned investor, incorporating specific data points or statements. For each first derivative question, create a second derivative question that explores deeper into the underlying issues or opportunities related to that item.

Thematic Company Screening

Value: Identify and analyze companies benefiting from specific market trends or technologies.


Example Prompt:

Identify companies in the SPY that are benefiting from AI-driven internet use. Generate profiles for these companies focusing on how they leverage AI in their internet services or products. Filter and rank these companies based on their benefit and relevance to AI-driven internet use, providing a concise analysis of the top companies. Summarize the findings, highlighting key companies leading in AI innovation and their impact on the market.

Document Intelligence

Extract insights from complex financial documents, compare multiple sources, and generate concise summaries.

Cross-Company Earnings Analysis

Value: Extract patterns and insights across multiple company filings to identify macroeconomic trends.


Example Prompt:

Read all the earnings reports for companies in S&P 500 over the past month. Identify major recurring macroeconomic patterns such as inflation, interest rate changes, and consumer spending trends. For each pattern, describe its positive and negative effects on different industries and provide specific examples of companies impacted.

Regulatory Filing Data Extraction

Value: Extract specific financial data points from multiple regulatory filings over time.


Example Prompt:

Perform a full text search on Agilent’s 10-Q and 10-K regulatory filings over the last 8 quarters. Extract the values for Net Revenue deferred in the period and Revenue recognized that was included in the contract liability balance at the beginning of the period as part of the full text search for each filing and summarize. Then use the Text to Table Tool to create a table of the summarized text by quarter.

Notice how this prompt references both SEC filings and the “Text to Table Tool.” Alfa can access multiple regulatory filing sources and use specialized tools to format the output as needed.

IPO Filing Section Analysis

Value: Detailed breakdown of an S-1 filing with focused analysis of each critical section.


Example Prompt:

Summarize the key points from the BIAF S-1 filing for each of the following sections. Provide one output for each section: Prospectus Summary, Risk Factors, Use of Proceeds, Selected Financial Data, Management’s Discussion and Analysis, Business Overview, Management and Executive Compensation, Principal and Selling Shareholders, Financial Statements, and Legal Proceedings. Provide each summary as a separate output, clearly labeled with the corresponding section.

Client & Portfolio Management

Gain insights into portfolio composition, risk factors, and optimization opportunities.

Comparative Valuation Analysis

Value: Compare a target company with peers across multiple valuation metrics to determine a target price.


Example Prompt:

Look at META, find a list of 5 comparable companies in the same industry. Plot their Price to Earnings, EBITDA to EV, and Price to Sales for the past year on separate line charts. Based on the valuation multiples of comparable companies, calculate the average metric for the industry for every metric given. Compare the average metric to the current metric value for this stock. Based on this, give a target price for this stock.

Research & Idea Generation

Quickly research complex topics, screen stocks with custom criteria, and develop investment theses.

Historical Corporate Performance Review

Value: Analyze years of company filings to identify trends, performance, and significant events.


Example Prompt:

Review the past 3 years for AAPL by retrieving all earnings call summaries and 10-K and 10-Q filings. Combine these texts and produce three separate outputs: (1) a SWOT analysis of the target stock, (2) a summary of the past 3 years of financial performance, and (3) a summary of the GRAIL acquisition.

External Information Synthesis

Value: Gather and synthesize up-to-date information from multiple web sources about a company.


Example Prompt:

Summarize key information about TSLA based on the latest web search results. Highlight the company’s main offerings, recent achievements, strategic initiatives, and any notable partnerships or product launches.

This prompt uses web search functionality to gather real-time information. You can specify other data sources like “news sources” or “earnings transcripts” depending on your needs.

Thematic Investment Screening

Value: Identify investment opportunities based on emerging themes or technological trends.


Example Prompt:

Retrieve the list of stocks from SPY. Acquire text data on these companies. Generate a profile for companies likely to increase operations through AI growth and power consumption. Use these profiles to filter and rank the companies. Finally, produce an output titled US Companies Likely to Increase Operations Through AI Growth and Power Consumption, listing all relevant companies and a short rationale for why they are included.

Custom Workflows

Design bespoke analytical processes, compliance workflows, and specialized research pipelines.

Analyst Q&A Trend Analysis

Value: Extract and analyze trends from analyst questions to identify shifting market concerns.


Example Prompt:

Review all available text for LMT from the past year focusing on the analyst Q&A sections. Summarize the major themes in bullet points. Next, review all available text for the target company from the past 90 days and compare how these themes have changed relative to previous quarters. Provide two separate outputs: 1) Summaries of major themes from the analyst Q&A, 2) Comparison of the recent quarter’s themes to previous quarters.

Multi-Dimensional Risk Analysis

Value: Comprehensive analysis of a company’s risk factors, catalysts, and performance metrics with intelligent follow-up questions.


Example Prompt:

Read all available text for AAPL for the last 6 months. Summarize for risks, summarize for key things to monitor, summarize for major upcoming catalysts in the next quarter, summarize key promises made, summarize any past predictions for their future performance. Now, analyze all outputs, and create both first and second derivative questions. Create a first derivative question that directly references exact items mentioned in the earnings calls or SEC filings, including specific data points or statements. Then, for each first derivative question, create a second derivative question that delves deeper into underlying issues or opportunities related to that item.

Due Diligence Agenda Generation

Value: Automatically generate a structured due diligence agenda based on recent company documents.


Example Prompt:

Draft a due diligence agenda for the target company NVDA based on your assessment of all documents we have over the past quarter. Focus on financial performance, management team background, recent strategic initiatives, and competitive positioning. Summarize key points under each category and suggest questions for the management team.

Ready to get started?

Now that you’ve seen what Alfa can do, it’s time to build your own workflow! Follow our Create and manage workplan guide to implement these examples in your workplan in just a few minutes.