BitcoinWorld Unmissable SOON KBW Side Event: Jesse Lingard Joins High Performance Day on Sept. 25 Are you ready for an electrifying fusion of blockchain innovation and sports stardom? Get set for the SOON KBW side event, “High Performance Day,” where the high-performance SVM rollup SOON is bringing together industry leaders, investors, and none other than FC Seoul’s football sensation, Jesse Lingard! This unique gathering promises to be a highlight of Korea Blockchain Week 2025, offering unparalleled insights and networking opportunities. What Makes the SOON KBW Side Event So Special? The crypto world is buzzing about SOON’s upcoming “High Performance Day,” scheduled for 7:00 a.m. UTC on September 25th. This isn’t just another industry meetup; it’s a meticulously planned SOON KBW side event designed to showcase cutting-edge blockchain technology and foster robust community engagement. SOON, known for its high-performance SVM rollup, is at the forefront of scaling solutions for decentralized applications. But what exactly is an SVM rollup? Simply put, it’s a sophisticated technology that helps blockchain networks process transactions much faster and more efficiently. It’s like building an express lane for data, ensuring that your decentralized applications run smoothly without congestion. This technological prowess makes SOON a significant player in the evolving Web3 landscape. Attendees at this exclusive gathering will include a mix of influential figures: Project Officials: The minds behind SOON and other innovative blockchain ventures. Investors: Key players looking for the next big opportunity in Web3. Influencers: Voices shaping public opinion and driving adoption in the crypto space. The agenda is packed with engaging sessions, including dynamic panel discussions and ample networking opportunities, ensuring every participant gains valuable knowledge and connections. Why is Jesse Lingard Attending the SOON KBW Side Event? The excitement surrounding the SOON KBW side event reaches a new level with the special guest appearance of celebrated footballer Jesse Lingard. Currently playing for FC Seoul, Lingard’s involvement bridges the gap between the traditional world of sports and the rapidly expanding universe of Web3. His presence signals a growing trend of mainstream figures recognizing the potential and importance of blockchain technology. During the event, Lingard will participate in a captivating fireside chat. This segment offers a rare chance to hear his perspectives on innovation, fan engagement, and perhaps even his thoughts on how blockchain could revolutionize sports. His unique viewpoint is expected to draw a diverse audience, including sports enthusiasts curious about crypto and blockchain natives eager to see cross-industry collaboration. This collaboration highlights how blockchain is no longer confined to tech circles. It’s attracting attention from various sectors, demonstrating its broad applicability and transformative power. Lingard’s participation at the SOON KBW side event is a testament to this expanding influence. Engaging the Korean Community: A Strategic Move for SOON SOON has made it clear that this “High Performance Day” is more than just an event; it’s a pivotal part of its strategic initiative to deepen its roots in the South Korean market. The country is a hotbed of technological adoption and innovation, making it a crucial region for blockchain development. SOON aims to strengthen its communication and build a robust relationship with the local community through this SOON KBW side event and related activities. Ahead of the main event, SOON is actively engaging with the public through various outreach programs: Subway Advertisements: Reaching a broad audience in one of Seoul’s busiest transit systems. Free Coffee Truck: Offering a welcoming gesture and direct interaction with the public. KBW Booth: Providing a dedicated space at Korea Blockchain Week for attendees to learn more about SOON and its technology. These efforts underscore SOON’s commitment to accessibility and fostering a strong, informed local user base. It’s about more than just technology; it’s about building trust and community. Conclusion: Don’t Miss Out on This High-Performance Day! The upcoming SOON KBW side event, ‘High Performance Day,’ is shaping up to be an unmissable occasion for anyone interested in the future of blockchain, particularly high-performance SVM rollups. With a star guest like Jesse Lingard, insightful discussions, and a clear focus on community engagement in South Korea, SOON is poised to make a significant impact. This event represents a crucial step for SOON in expanding its global presence and reinforcing its commitment to innovation and user-centric development. Be sure to mark your calendars for September 25th and prepare for a day filled with groundbreaking ideas and exciting connections. Frequently Asked Questions about the SOON KBW Side Event What is SOON?SOON is a high-performance SVM (Solana Virtual Machine) rollup, designed to significantly enhance the speed and efficiency of blockchain transactions and decentralized applications. What is Korea Blockchain Week (KBW)?KBW is one of Asia’s most prominent blockchain events, bringing together industry leaders, innovators, and enthusiasts to discuss the latest trends and developments in the blockchain space. Why is Jesse Lingard involved in the SOON KBW side event?Jesse Lingard, a professional footballer for FC Seoul, is joining as a special guest to bridge the gap between traditional sports and Web3, offering unique insights and broadening the event’s appeal. How can the public engage with SOON before the event?SOON is running subway advertisements, offering free coffee from a coffee truck, and hosting a booth at KBW to interact directly with the South Korean community. What is the main goal of SOON’s “High Performance Day” event?The event aims to strengthen SOON’s presence in the South Korean market, foster communication with the local community, and showcase the capabilities of its high-performance SVM rollup. Did you find this article insightful? Share the excitement of the upcoming SOON KBW side event with your network! Let your friends and colleagues know about this unique opportunity to delve into high-performance blockchain technology and witness the convergence of sports and Web3. Your shares help us spread the word about vital developments in the crypto space. To learn more about the latest explore our article on key developments shaping the crypto market’s institutional adoption. This post Unmissable SOON KBW Side Event: Jesse Lingard Joins High Performance Day on Sept. 25 first appeared on BitcoinWorld.BitcoinWorld Unmissable SOON KBW Side Event: Jesse Lingard Joins High Performance Day on Sept. 25 Are you ready for an electrifying fusion of blockchain innovation and sports stardom? Get set for the SOON KBW side event, “High Performance Day,” where the high-performance SVM rollup SOON is bringing together industry leaders, investors, and none other than FC Seoul’s football sensation, Jesse Lingard! This unique gathering promises to be a highlight of Korea Blockchain Week 2025, offering unparalleled insights and networking opportunities. What Makes the SOON KBW Side Event So Special? The crypto world is buzzing about SOON’s upcoming “High Performance Day,” scheduled for 7:00 a.m. UTC on September 25th. This isn’t just another industry meetup; it’s a meticulously planned SOON KBW side event designed to showcase cutting-edge blockchain technology and foster robust community engagement. SOON, known for its high-performance SVM rollup, is at the forefront of scaling solutions for decentralized applications. But what exactly is an SVM rollup? Simply put, it’s a sophisticated technology that helps blockchain networks process transactions much faster and more efficiently. It’s like building an express lane for data, ensuring that your decentralized applications run smoothly without congestion. This technological prowess makes SOON a significant player in the evolving Web3 landscape. Attendees at this exclusive gathering will include a mix of influential figures: Project Officials: The minds behind SOON and other innovative blockchain ventures. Investors: Key players looking for the next big opportunity in Web3. Influencers: Voices shaping public opinion and driving adoption in the crypto space. The agenda is packed with engaging sessions, including dynamic panel discussions and ample networking opportunities, ensuring every participant gains valuable knowledge and connections. Why is Jesse Lingard Attending the SOON KBW Side Event? The excitement surrounding the SOON KBW side event reaches a new level with the special guest appearance of celebrated footballer Jesse Lingard. Currently playing for FC Seoul, Lingard’s involvement bridges the gap between the traditional world of sports and the rapidly expanding universe of Web3. His presence signals a growing trend of mainstream figures recognizing the potential and importance of blockchain technology. During the event, Lingard will participate in a captivating fireside chat. This segment offers a rare chance to hear his perspectives on innovation, fan engagement, and perhaps even his thoughts on how blockchain could revolutionize sports. His unique viewpoint is expected to draw a diverse audience, including sports enthusiasts curious about crypto and blockchain natives eager to see cross-industry collaboration. This collaboration highlights how blockchain is no longer confined to tech circles. It’s attracting attention from various sectors, demonstrating its broad applicability and transformative power. Lingard’s participation at the SOON KBW side event is a testament to this expanding influence. Engaging the Korean Community: A Strategic Move for SOON SOON has made it clear that this “High Performance Day” is more than just an event; it’s a pivotal part of its strategic initiative to deepen its roots in the South Korean market. The country is a hotbed of technological adoption and innovation, making it a crucial region for blockchain development. SOON aims to strengthen its communication and build a robust relationship with the local community through this SOON KBW side event and related activities. Ahead of the main event, SOON is actively engaging with the public through various outreach programs: Subway Advertisements: Reaching a broad audience in one of Seoul’s busiest transit systems. Free Coffee Truck: Offering a welcoming gesture and direct interaction with the public. KBW Booth: Providing a dedicated space at Korea Blockchain Week for attendees to learn more about SOON and its technology. These efforts underscore SOON’s commitment to accessibility and fostering a strong, informed local user base. It’s about more than just technology; it’s about building trust and community. Conclusion: Don’t Miss Out on This High-Performance Day! The upcoming SOON KBW side event, ‘High Performance Day,’ is shaping up to be an unmissable occasion for anyone interested in the future of blockchain, particularly high-performance SVM rollups. With a star guest like Jesse Lingard, insightful discussions, and a clear focus on community engagement in South Korea, SOON is poised to make a significant impact. This event represents a crucial step for SOON in expanding its global presence and reinforcing its commitment to innovation and user-centric development. Be sure to mark your calendars for September 25th and prepare for a day filled with groundbreaking ideas and exciting connections. Frequently Asked Questions about the SOON KBW Side Event What is SOON?SOON is a high-performance SVM (Solana Virtual Machine) rollup, designed to significantly enhance the speed and efficiency of blockchain transactions and decentralized applications. What is Korea Blockchain Week (KBW)?KBW is one of Asia’s most prominent blockchain events, bringing together industry leaders, innovators, and enthusiasts to discuss the latest trends and developments in the blockchain space. Why is Jesse Lingard involved in the SOON KBW side event?Jesse Lingard, a professional footballer for FC Seoul, is joining as a special guest to bridge the gap between traditional sports and Web3, offering unique insights and broadening the event’s appeal. How can the public engage with SOON before the event?SOON is running subway advertisements, offering free coffee from a coffee truck, and hosting a booth at KBW to interact directly with the South Korean community. What is the main goal of SOON’s “High Performance Day” event?The event aims to strengthen SOON’s presence in the South Korean market, foster communication with the local community, and showcase the capabilities of its high-performance SVM rollup. Did you find this article insightful? Share the excitement of the upcoming SOON KBW side event with your network! Let your friends and colleagues know about this unique opportunity to delve into high-performance blockchain technology and witness the convergence of sports and Web3. Your shares help us spread the word about vital developments in the crypto space. To learn more about the latest explore our article on key developments shaping the crypto market’s institutional adoption. This post Unmissable SOON KBW Side Event: Jesse Lingard Joins High Performance Day on Sept. 25 first appeared on BitcoinWorld.

Unmissable SOON KBW Side Event: Jesse Lingard Joins High Performance Day on Sept. 25

2025/09/22 11:20

BitcoinWorld

Unmissable SOON KBW Side Event: Jesse Lingard Joins High Performance Day on Sept. 25

Are you ready for an electrifying fusion of blockchain innovation and sports stardom? Get set for the SOON KBW side event, “High Performance Day,” where the high-performance SVM rollup SOON is bringing together industry leaders, investors, and none other than FC Seoul’s football sensation, Jesse Lingard! This unique gathering promises to be a highlight of Korea Blockchain Week 2025, offering unparalleled insights and networking opportunities.

What Makes the SOON KBW Side Event So Special?

The crypto world is buzzing about SOON’s upcoming “High Performance Day,” scheduled for 7:00 a.m. UTC on September 25th. This isn’t just another industry meetup; it’s a meticulously planned SOON KBW side event designed to showcase cutting-edge blockchain technology and foster robust community engagement. SOON, known for its high-performance SVM rollup, is at the forefront of scaling solutions for decentralized applications.

But what exactly is an SVM rollup? Simply put, it’s a sophisticated technology that helps blockchain networks process transactions much faster and more efficiently. It’s like building an express lane for data, ensuring that your decentralized applications run smoothly without congestion. This technological prowess makes SOON a significant player in the evolving Web3 landscape.

Attendees at this exclusive gathering will include a mix of influential figures:

  • Project Officials: The minds behind SOON and other innovative blockchain ventures.
  • Investors: Key players looking for the next big opportunity in Web3.
  • Influencers: Voices shaping public opinion and driving adoption in the crypto space.

The agenda is packed with engaging sessions, including dynamic panel discussions and ample networking opportunities, ensuring every participant gains valuable knowledge and connections.

Why is Jesse Lingard Attending the SOON KBW Side Event?

The excitement surrounding the SOON KBW side event reaches a new level with the special guest appearance of celebrated footballer Jesse Lingard. Currently playing for FC Seoul, Lingard’s involvement bridges the gap between the traditional world of sports and the rapidly expanding universe of Web3. His presence signals a growing trend of mainstream figures recognizing the potential and importance of blockchain technology.

During the event, Lingard will participate in a captivating fireside chat. This segment offers a rare chance to hear his perspectives on innovation, fan engagement, and perhaps even his thoughts on how blockchain could revolutionize sports. His unique viewpoint is expected to draw a diverse audience, including sports enthusiasts curious about crypto and blockchain natives eager to see cross-industry collaboration.

This collaboration highlights how blockchain is no longer confined to tech circles. It’s attracting attention from various sectors, demonstrating its broad applicability and transformative power. Lingard’s participation at the SOON KBW side event is a testament to this expanding influence.

Engaging the Korean Community: A Strategic Move for SOON

SOON has made it clear that this “High Performance Day” is more than just an event; it’s a pivotal part of its strategic initiative to deepen its roots in the South Korean market. The country is a hotbed of technological adoption and innovation, making it a crucial region for blockchain development. SOON aims to strengthen its communication and build a robust relationship with the local community through this SOON KBW side event and related activities.

Ahead of the main event, SOON is actively engaging with the public through various outreach programs:

  • Subway Advertisements: Reaching a broad audience in one of Seoul’s busiest transit systems.
  • Free Coffee Truck: Offering a welcoming gesture and direct interaction with the public.
  • KBW Booth: Providing a dedicated space at Korea Blockchain Week for attendees to learn more about SOON and its technology.

These efforts underscore SOON’s commitment to accessibility and fostering a strong, informed local user base. It’s about more than just technology; it’s about building trust and community.

Conclusion: Don’t Miss Out on This High-Performance Day!

The upcoming SOON KBW side event, ‘High Performance Day,’ is shaping up to be an unmissable occasion for anyone interested in the future of blockchain, particularly high-performance SVM rollups. With a star guest like Jesse Lingard, insightful discussions, and a clear focus on community engagement in South Korea, SOON is poised to make a significant impact.

This event represents a crucial step for SOON in expanding its global presence and reinforcing its commitment to innovation and user-centric development. Be sure to mark your calendars for September 25th and prepare for a day filled with groundbreaking ideas and exciting connections.

Frequently Asked Questions about the SOON KBW Side Event

  • What is SOON?
    SOON is a high-performance SVM (Solana Virtual Machine) rollup, designed to significantly enhance the speed and efficiency of blockchain transactions and decentralized applications.
  • What is Korea Blockchain Week (KBW)?
    KBW is one of Asia’s most prominent blockchain events, bringing together industry leaders, innovators, and enthusiasts to discuss the latest trends and developments in the blockchain space.
  • Why is Jesse Lingard involved in the SOON KBW side event?
    Jesse Lingard, a professional footballer for FC Seoul, is joining as a special guest to bridge the gap between traditional sports and Web3, offering unique insights and broadening the event’s appeal.
  • How can the public engage with SOON before the event?
    SOON is running subway advertisements, offering free coffee from a coffee truck, and hosting a booth at KBW to interact directly with the South Korean community.
  • What is the main goal of SOON’s “High Performance Day” event?
    The event aims to strengthen SOON’s presence in the South Korean market, foster communication with the local community, and showcase the capabilities of its high-performance SVM rollup.

Did you find this article insightful? Share the excitement of the upcoming SOON KBW side event with your network! Let your friends and colleagues know about this unique opportunity to delve into high-performance blockchain technology and witness the convergence of sports and Web3. Your shares help us spread the word about vital developments in the crypto space.

To learn more about the latest explore our article on key developments shaping the crypto market’s institutional adoption.

This post Unmissable SOON KBW Side Event: Jesse Lingard Joins High Performance Day on Sept. 25 first appeared on BitcoinWorld.

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Sorumluluk Reddi: Bu sitede yeniden yayınlanan makaleler, halka açık platformlardan alınmıştır ve yalnızca bilgilendirme amaçlıdır. MEXC'nin görüşlerini yansıtmayabilir. Tüm hakları telif sahiplerine aittir. Herhangi bir içeriğin üçüncü taraf haklarını ihlal ettiğini düşünüyorsanız, kaldırılması için lütfen [email protected] ile iletişime geçin. MEXC, içeriğin doğruluğu, eksiksizliği veya güncelliği konusunda hiçbir garanti vermez ve sağlanan bilgilere dayalı olarak alınan herhangi bir eylemden sorumlu değildir. İçerik, finansal, yasal veya diğer profesyonel tavsiye niteliğinde değildir ve MEXC tarafından bir tavsiye veya onay olarak değerlendirilmemelidir.

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Summarize Any Stock’s Earnings Call in Seconds Using FMP API

Summarize Any Stock’s Earnings Call in Seconds Using FMP API

Turn lengthy earnings call transcripts into one-page insights using the Financial Modeling Prep APIPhoto by Bich Tran Earnings calls are packed with insights. They tell you how a company performed, what management expects in the future, and what analysts are worried about. The challenge is that these transcripts often stretch across dozens of pages, making it tough to separate the key takeaways from the noise. With the right tools, you don’t need to spend hours reading every line. By combining the Financial Modeling Prep (FMP) API with Groq’s lightning-fast LLMs, you can transform any earnings call into a concise summary in seconds. The FMP API provides reliable access to complete transcripts, while Groq handles the heavy lifting of distilling them into clear, actionable highlights. In this article, we’ll build a Python workflow that brings these two together. You’ll see how to fetch transcripts for any stock, prepare the text, and instantly generate a one-page summary. Whether you’re tracking Apple, NVIDIA, or your favorite growth stock, the process works the same — fast, accurate, and ready whenever you are. Fetching Earnings Transcripts with FMP API The first step is to pull the raw transcript data. FMP makes this simple with dedicated endpoints for earnings calls. If you want the latest transcripts across the market, you can use the stable endpoint /stable/earning-call-transcript-latest. For a specific stock, the v3 endpoint lets you request transcripts by symbol, quarter, and year using the pattern: https://financialmodelingprep.com/api/v3/earning_call_transcript/{symbol}?quarter={q}&year={y}&apikey=YOUR_API_KEY here’s how you can fetch NVIDIA’s transcript for a given quarter: import requestsAPI_KEY = "your_api_key"symbol = "NVDA"quarter = 2year = 2024url = f"https://financialmodelingprep.com/api/v3/earning_call_transcript/{symbol}?quarter={quarter}&year={year}&apikey={API_KEY}"response = requests.get(url)data = response.json()# Inspect the keysprint(data.keys())# Access transcript contentif "content" in data[0]: transcript_text = data[0]["content"] print(transcript_text[:500]) # preview first 500 characters The response typically includes details like the company symbol, quarter, year, and the full transcript text. If you aren’t sure which quarter to query, the “latest transcripts” endpoint is the quickest way to always stay up to date. Cleaning and Preparing Transcript Data Raw transcripts from the API often include long paragraphs, speaker tags, and formatting artifacts. Before sending them to an LLM, it helps to organize the text into a cleaner structure. Most transcripts follow a pattern: prepared remarks from executives first, followed by a Q&A session with analysts. Separating these sections gives better control when prompting the model. In Python, you can parse the transcript and strip out unnecessary characters. A simple way is to split by markers such as “Operator” or “Question-and-Answer.” Once separated, you can create two blocks — Prepared Remarks and Q&A — that will later be summarized independently. This ensures the model handles each section within context and avoids missing important details. Here’s a small example of how you might start preparing the data: import re# Example: using the transcript_text we fetched earliertext = transcript_text# Remove extra spaces and line breaksclean_text = re.sub(r'\s+', ' ', text).strip()# Split sections (this is a heuristic; real-world transcripts vary slightly)if "Question-and-Answer" in clean_text: prepared, qna = clean_text.split("Question-and-Answer", 1)else: prepared, qna = clean_text, ""print("Prepared Remarks Preview:\n", prepared[:500])print("\nQ&A Preview:\n", qna[:500]) With the transcript cleaned and divided, you’re ready to feed it into Groq’s LLM. Chunking may be necessary if the text is very long. A good approach is to break it into segments of a few thousand tokens, summarize each part, and then merge the summaries in a final pass. Summarizing with Groq LLM Now that the transcript is clean and split into Prepared Remarks and Q&A, we’ll use Groq to generate a crisp one-pager. The idea is simple: summarize each section separately (for focus and accuracy), then synthesize a final brief. Prompt design (concise and factual) Use a short, repeatable template that pushes for neutral, investor-ready language: You are an equity research analyst. Summarize the following earnings call sectionfor {symbol} ({quarter} {year}). Be factual and concise.Return:1) TL;DR (3–5 bullets)2) Results vs. guidance (what improved/worsened)3) Forward outlook (specific statements)4) Risks / watch-outs5) Q&A takeaways (if present)Text:<<<{section_text}>>> Python: calling Groq and getting a clean summary Groq provides an OpenAI-compatible API. Set your GROQ_API_KEY and pick a fast, high-quality model (e.g., a Llama-3.1 70B variant). We’ll write a helper to summarize any text block, then run it for both sections and merge. import osimport textwrapimport requestsGROQ_API_KEY = os.environ.get("GROQ_API_KEY") or "your_groq_api_key"GROQ_BASE_URL = "https://api.groq.com/openai/v1" # OpenAI-compatibleMODEL = "llama-3.1-70b" # choose your preferred Groq modeldef call_groq(prompt, temperature=0.2, max_tokens=1200): url = f"{GROQ_BASE_URL}/chat/completions" headers = { "Authorization": f"Bearer {GROQ_API_KEY}", "Content-Type": "application/json", } payload = { "model": MODEL, "messages": [ {"role": "system", "content": "You are a precise, neutral equity research analyst."}, {"role": "user", "content": prompt}, ], "temperature": temperature, "max_tokens": max_tokens, } r = requests.post(url, headers=headers, json=payload, timeout=60) r.raise_for_status() return r.json()["choices"][0]["message"]["content"].strip()def build_prompt(section_text, symbol, quarter, year): template = """ You are an equity research analyst. Summarize the following earnings call section for {symbol} ({quarter} {year}). Be factual and concise. Return: 1) TL;DR (3–5 bullets) 2) Results vs. guidance (what improved/worsened) 3) Forward outlook (specific statements) 4) Risks / watch-outs 5) Q&A takeaways (if present) Text: <<< {section_text} >>> """ return textwrap.dedent(template).format( symbol=symbol, quarter=quarter, year=year, section_text=section_text )def summarize_section(section_text, symbol="NVDA", quarter="Q2", year="2024"): if not section_text or section_text.strip() == "": return "(No content found for this section.)" prompt = build_prompt(section_text, symbol, quarter, year) return call_groq(prompt)# Example usage with the cleaned splits from Section 3prepared_summary = summarize_section(prepared, symbol="NVDA", quarter="Q2", year="2024")qna_summary = summarize_section(qna, symbol="NVDA", quarter="Q2", year="2024")final_one_pager = f"""# {symbol} Earnings One-Pager — {quarter} {year}## Prepared Remarks — Key Points{prepared_summary}## Q&A Highlights{qna_summary}""".strip()print(final_one_pager[:1200]) # preview Tips that keep quality high: Keep temperature low (≈0.2) for factual tone. If a section is extremely long, chunk at ~5–8k tokens, summarize each chunk with the same prompt, then ask the model to merge chunk summaries into one section summary before producing the final one-pager. If you also fetched headline numbers (EPS/revenue, guidance) earlier, prepend them to the prompt as brief context to help the model anchor on the right outcomes. Building the End-to-End Pipeline At this point, we have all the building blocks: the FMP API to fetch transcripts, a cleaning step to structure the data, and Groq LLM to generate concise summaries. The final step is to connect everything into a single workflow that can take any ticker and return a one-page earnings call summary. The flow looks like this: Input a stock ticker (for example, NVDA). Use FMP to fetch the latest transcript. Clean and split the text into Prepared Remarks and Q&A. Send each section to Groq for summarization. Merge the outputs into a neatly formatted earnings one-pager. Here’s how it comes together in Python: def summarize_earnings_call(symbol, quarter, year, api_key, groq_key): # Step 1: Fetch transcript from FMP url = f"https://financialmodelingprep.com/api/v3/earning_call_transcript/{symbol}?quarter={quarter}&year={year}&apikey={api_key}" resp = requests.get(url) resp.raise_for_status() data = resp.json() if not data or "content" not in data[0]: return f"No transcript found for {symbol} {quarter} {year}" text = data[0]["content"] # Step 2: Clean and split clean_text = re.sub(r'\s+', ' ', text).strip() if "Question-and-Answer" in clean_text: prepared, qna = clean_text.split("Question-and-Answer", 1) else: prepared, qna = clean_text, "" # Step 3: Summarize with Groq prepared_summary = summarize_section(prepared, symbol, quarter, year) qna_summary = summarize_section(qna, symbol, quarter, year) # Step 4: Merge into final one-pager return f"""# {symbol} Earnings One-Pager — {quarter} {year}## Prepared Remarks{prepared_summary}## Q&A Highlights{qna_summary}""".strip()# Example runprint(summarize_earnings_call("NVDA", 2, 2024, API_KEY, GROQ_API_KEY)) With this setup, generating a summary becomes as simple as calling one function with a ticker and date. You can run it inside a notebook, integrate it into a research workflow, or even schedule it to trigger after each new earnings release. Free Stock Market API and Financial Statements API... Conclusion Earnings calls no longer need to feel overwhelming. With the Financial Modeling Prep API, you can instantly access any company’s transcript, and with Groq LLM, you can turn that raw text into a sharp, actionable summary in seconds. This pipeline saves hours of reading and ensures you never miss the key results, guidance, or risks hidden in lengthy remarks. Whether you track tech giants like NVIDIA or smaller growth stocks, the process is the same — fast, reliable, and powered by the flexibility of FMP’s data. Summarize Any Stock’s Earnings Call in Seconds Using FMP API was originally published in Coinmonks on Medium, where people are continuing the conversation by highlighting and responding to this story
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