The crypto market is down today and by a significantly higher percentage than over the past few days, with the cryptocurrency market capitalisation decreasing by 5.6%, now standing at $3.38 trillion. 96 of the top 100 coins have dropped over the past 24 hours. At the same time, the total crypto trading volume is at $254 billion.
TLDR:
The crypto market capitalisation is down by 5.6% on Friday morning (UTC);
96 of the top 100 coins and all top 10 coins are down today;
BTC decreased by 6.2% to $97,033, and ETH fell by 9.2% to $3,208;
’Bitcoin appears to be fighting one battle after another’;
The real test could be the interest rate decision in the US on 10 December;
Crypto and tech stocks are diverging;
’Despite recent price movement, 2025 has been the year of institutional investment into digital assets’;
’Bitcoin DeFi is poised to be at the forefront of the global financial system – from Wall Street to Main Street’;
US BTC spot ETFs saw a whopping $869.86 million in outflows on Thursday, and ETH ETFs let go of $259.72 million;
Canary Capital’s XRPC, the first US spot XRP ETF, made its debut on Thursday;
Crypto market sentiment drops again within the fear territory.
Crypto Winners & Losers
At the time of writing, all top 10 coins per market capitalization have seen their prices decrease over the past 24 hours.
Bitcoin (BTC) has dropped by 6.2% since this time yesterday, currently trading at $97,033.
Bitcoin (BTC)
24h7d30d1yAll time
Ethereum (ETH) is down by 9.2%, now changing hands at $3,208. This, along with Lido Staked Ether (STETH), is the highest fall in the category.
Solana (SOL) is in in the second place, having dropped 8.6% to the price of $142.
The smallest fall is 2.3% by Tron (TRX), which now stands at $0.2927.
When it comes to the top 100 coins, only four are green. Among these, Zcash (ZEC) appreciated the most, rising to the price of $507.
Leo Token (LEO) follows with a 2% rise to $9.17.
On the other hand, three coins saw double-digit drops. Story (IP) fell 15%, now trading at $3.34.
It’s followed by Aave (AAVE)’s 13.6% and Hedera (HBAR)’s 10.4% to $185 and $0.1606, respectively.
‘Bitcoin Appears To Be Fighting One Battle After Another’
Nic Puckrin, crypto analyst and co-founder of The Coin Bureau, argues that the “crypto market has been struggling to regain momentum since October’s pandemonium.”
“Bitcoin appears to be fighting one battle after another, dragged down by US dollar strength and higher Treasury yields, long-term holders selling, and macro uncertainty,” he says.
Puckrin finds it “unsettling” to see crypto and tech stocks diverging when they typically move in lockstep. This dynamic shows that BTC “isn’t just a proxy for the Nasdaq.”
Rather, it’s more sensitive to macro headwinds and liquidity concerns and is “perfectly positioned to break out once those concerns dissipate.”
Notably, as the US re-opens and data starts flooding back in, “we may see the BTC price wobble over the coming weeks.”
The real test could be the interest rate decision in the US on 10 December. Still, “it remains likely that the news will be positive, which could set the stage for a Santa rally in crypto and other risk assets,” Puckrin concludes.
Moreover, Dom Harz, co-founder of BOB, commented on institutional involvement in BTC as the coin’s price drops below $100,000.
“Despite recent price movement, 2025 has been the year of institutional investment into digital assets, with institutions now holding over 4 million BTC,” Harz writes in an email commentary.
These institutions are “increasingly looking to store excess cash in DeFi vaults for higher-yield opportunities. These two movements are converging with Bitcoin DeFi; moving the world’s biggest digital asset beyond a store of value and into a yield-generating asset. “
He continues: “As this mainstream appetite for DeFi grows, serious technological advancements are unlocking Bitcoin’s utility. Key players in institutional crypto and Bitcoin DeFi adoption are opening up access to BTCFi, where institutions can leverage yield-bearing opportunities for their BTC holdings. Bitcoin DeFi is poised to be at the forefront of the global financial system – from Wall Street to Main Street.”
Levels & Events to Watch Next
At the time of writing on Friday morning, BTC fell below the $100,000 mark and to the $96,000 level, now standing at $97,033.
The coin has dropped from the intraday high of $103,737 to the low of $96,170. It’s now down 4.7% in a week, 13.7% in a month, and 22.9% from its all-time high.
We may see BTC pull back towards $94,500 and further towards the $90,000 level. A higher plunge could drag it lower. Conversely, if there is a change in course, the coin could climb back above $100,000 and move towards $103,000.Bitcoin Price Chart. Source: TradingView
Ethereum is currently changing hands at $3,208. It plunged from today’s high of $3,545 to the currently lowest point of $3,126.
Over this past week, it has been trading between $3,172 and $3,633. ETH is down 4.3% in a day, 22.2% in a month, and 35.1% from its ATH.
ETH may continue dropping today and over the next few days. Should that happen, it could retreat below the $3,000 level – far from the near-$5,000 zone where it stood just weeks ago. If there is a market rebound, the coin could return to the $3,500 territory and potentially $3,650.
Ethereum (ETH)
24h7d30d1yAll time
Meanwhile, the crypto market sentiment has decreased again, holding firmly to the fear zone and moving to extreme fear. The crypto fear and greed index fell from 25 yesterday to 22 today.
Some investors are selling assets, driven by fear and worry over the continuously falling prices. If the market continues to ride this instability, it may decline further.
However, if assets are oversold, as high fear can sometimes indicate, the market could potentially see a rebound. Undervalued prices could also present a potential buying opportunity.Source: CoinMarketCap
ETFs See Significant Outflows
On Thursday, the US BTC spot exchange-traded funds (ETFs) recorded $869.86 million in outflows, the highest since February 2025 and the second-highest on record. The total net inflow is back down to $60.21 billion, but it still stands above $60 billion.
Ten of the 12 BTC ETFs recorded negative flows, and there were no positive flows. Grayscale let go of $256.64 million. It’s followed by BlackRock’s $256.64 million. One more triple-digit is $119.93 million by Fidelity.Source: SoSoValue
At the same time, the US ETH ETFs continued their outflow streak, recording another $259.72 million leaving on 13 November. The total net inflow pulled back to $13.31 billion.
Five of the nine funds recorded outflows. There were no positive flows. BlackRock is the reddest among these, letting go of $137.31 million. Grayscale follows with $67.91 in outflows.Source: SoSoValue
Meanwhile, Canary Capital’s XRPC, the first US spot exchange-traded fund offering direct exposure to XRP, made its debut on Thursday with $58 million in trading volume.
Such notable opening performance indicates that there is a rising institutional appetite for exposure to other major assets, besides BTC and ETH.
Quick FAQ
Why did crypto move against stocks today?
The crypto market has decreased again over the past day, and the stock market closed sharply lower on Thursday, dragged by technology shares. By the closing time on 13 November, the S&P 500 was down by 1.66%, the Nasdaq-100 decreased by 2.05%, and the Dow Jones Industrial Average fell by 1.65%.
Is this drop sustainable?
The market may see an extended downturn over the next few days as investors’ worries persist. However, should there be macroeconomic and/or geopolitical signals that would ease these concerns and reassure investors, the market could see a rebound.
You may also like:
(LIVE) Crypto News Today: Latest Updates for November 14, 2025
Crypto markets slid sharply on Nov. 14, with BTC dropping below $100,000 and ETH plunging more than 6%, as most major sectors posted 2–7% losses. NFTs, Layer 1s, DeFi, CeFi, and Meme tokens all traded lower, though pockets of strength emerged in STRK, MOG, and TEL. Despite the broad downturn, on-chain flows suggest institutions may be accumulating: Anchorage Digital has received 4,094 BTC (≈$405M) over the past nine hours from Coinbase, Cumberland, Galaxy Digital, and Wintermute, hinting that...
The crypto market is down today and by a significantly higher percentage than over the past few days, with the cryptocurrency market capitalisation decreasing by 5.6%, now standing at $3.38 trillion. 96 of the top 100 coins have dropped over the past 24 hours. At the same time, the total crypto trading volume is at $254 billion.
TLDR:
The crypto market capitalisation is down by 5.6% on Friday morning (UTC);
96 of the top 100 coins and all top 10 coins are down today;
BTC decreased by 6.2% to $97,033, and ETH fell by 9.2% to $3,208;
’Bitcoin appears to be fighting one battle after another’;
The real test could be the interest rate decision in the US on 10 December;
Crypto and tech stocks are diverging;
’Despite recent price movement, 2025 has been the year of institutional investment into digital assets’;
’Bitcoin DeFi is poised to be at the forefront of the global financial system – from Wall Street to Main Street’;
US BTC spot ETFs saw a whopping $869.86 million in outflows on Thursday, and ETH ETFs let go of $259.72 million;
Canary Capital’s XRPC, the first US spot XRP ETF, made its debut on Thursday;
Crypto market sentiment drops again within the fear territory.
Crypto Winners & Losers
At the time of writing, all top 10 coins per market capitalization have seen their prices decrease over the past 24 hours.
Bitcoin (BTC) has dropped by 6.2% since this time yesterday, currently trading at $97,033.
Bitcoin (BTC)
24h7d30d1yAll time
Ethereum (ETH) is down by 9.2%, now changing hands at $3,208. This, along with Lido Staked Ether (STETH), is the highest fall in the category.
Solana (SOL) is in in the second place, having dropped 8.6% to the price of $142.
The smallest fall is 2.3% by Tron (TRX), which now stands at $0.2927.
When it comes to the top 100 coins, only four are green. Among these, Zcash (ZEC) appreciated the most, rising to the price of $507.
Leo Token (LEO) follows with a 2% rise to $9.17.
On the other hand, three coins saw double-digit drops. Story (IP) fell 15%, now trading at $3.34.
It’s followed by Aave (AAVE)’s 13.6% and Hedera (HBAR)’s 10.4% to $185 and $0.1606, respectively.
‘Bitcoin Appears To Be Fighting One Battle After Another’
Nic Puckrin, crypto analyst and co-founder of The Coin Bureau, argues that the “crypto market has been struggling to regain momentum since October’s pandemonium.”
“Bitcoin appears to be fighting one battle after another, dragged down by US dollar strength and higher Treasury yields, long-term holders selling, and macro uncertainty,” he says.
Puckrin finds it “unsettling” to see crypto and tech stocks diverging when they typically move in lockstep. This dynamic shows that BTC “isn’t just a proxy for the Nasdaq.”
Rather, it’s more sensitive to macro headwinds and liquidity concerns and is “perfectly positioned to break out once those concerns dissipate.”
Notably, as the US re-opens and data starts flooding back in, “we may see the BTC price wobble over the coming weeks.”
The real test could be the interest rate decision in the US on 10 December. Still, “it remains likely that the news will be positive, which could set the stage for a Santa rally in crypto and other risk assets,” Puckrin concludes.
Moreover, Dom Harz, co-founder of BOB, commented on institutional involvement in BTC as the coin’s price drops below $100,000.
“Despite recent price movement, 2025 has been the year of institutional investment into digital assets, with institutions now holding over 4 million BTC,” Harz writes in an email commentary.
These institutions are “increasingly looking to store excess cash in DeFi vaults for higher-yield opportunities. These two movements are converging with Bitcoin DeFi; moving the world’s biggest digital asset beyond a store of value and into a yield-generating asset. “
He continues: “As this mainstream appetite for DeFi grows, serious technological advancements are unlocking Bitcoin’s utility. Key players in institutional crypto and Bitcoin DeFi adoption are opening up access to BTCFi, where institutions can leverage yield-bearing opportunities for their BTC holdings. Bitcoin DeFi is poised to be at the forefront of the global financial system – from Wall Street to Main Street.”
Levels & Events to Watch Next
At the time of writing on Friday morning, BTC fell below the $100,000 mark and to the $96,000 level, now standing at $97,033.
The coin has dropped from the intraday high of $103,737 to the low of $96,170. It’s now down 4.7% in a week, 13.7% in a month, and 22.9% from its all-time high.
We may see BTC pull back towards $94,500 and further towards the $90,000 level. A higher plunge could drag it lower. Conversely, if there is a change in course, the coin could climb back above $100,000 and move towards $103,000.Bitcoin Price Chart. Source: TradingView
Ethereum is currently changing hands at $3,208. It plunged from today’s high of $3,545 to the currently lowest point of $3,126.
Over this past week, it has been trading between $3,172 and $3,633. ETH is down 4.3% in a day, 22.2% in a month, and 35.1% from its ATH.
ETH may continue dropping today and over the next few days. Should that happen, it could retreat below the $3,000 level – far from the near-$5,000 zone where it stood just weeks ago. If there is a market rebound, the coin could return to the $3,500 territory and potentially $3,650.
Ethereum (ETH)
24h7d30d1yAll time
Meanwhile, the crypto market sentiment has decreased again, holding firmly to the fear zone and moving to extreme fear. The crypto fear and greed index fell from 25 yesterday to 22 today.
Some investors are selling assets, driven by fear and worry over the continuously falling prices. If the market continues to ride this instability, it may decline further.
However, if assets are oversold, as high fear can sometimes indicate, the market could potentially see a rebound. Undervalued prices could also present a potential buying opportunity.Source: CoinMarketCap
ETFs See Significant Outflows
On Thursday, the US BTC spot exchange-traded funds (ETFs) recorded $869.86 million in outflows, the highest since February 2025 and the second-highest on record. The total net inflow is back down to $60.21 billion, but it still stands above $60 billion.
Ten of the 12 BTC ETFs recorded negative flows, and there were no positive flows. Grayscale let go of $256.64 million. It’s followed by BlackRock’s $256.64 million. One more triple-digit is $119.93 million by Fidelity.Source: SoSoValue
At the same time, the US ETH ETFs continued their outflow streak, recording another $259.72 million leaving on 13 November. The total net inflow pulled back to $13.31 billion.
Five of the nine funds recorded outflows. There were no positive flows. BlackRock is the reddest among these, letting go of $137.31 million. Grayscale follows with $67.91 in outflows.Source: SoSoValue
Meanwhile, Canary Capital’s XRPC, the first US spot exchange-traded fund offering direct exposure to XRP, made its debut on Thursday with $58 million in trading volume.
Such notable opening performance indicates that there is a rising institutional appetite for exposure to other major assets, besides BTC and ETH.
Quick FAQ
Why did crypto move against stocks today?
The crypto market has decreased again over the past day, and the stock market closed sharply lower on Thursday, dragged by technology shares. By the closing time on 13 November, the S&P 500 was down by 1.66%, the Nasdaq-100 decreased by 2.05%, and the Dow Jones Industrial Average fell by 1.65%.
Is this drop sustainable?
The market may see an extended downturn over the next few days as investors’ worries persist. However, should there be macroeconomic and/or geopolitical signals that would ease these concerns and reassure investors, the market could see a rebound.
You may also like:
(LIVE) Crypto News Today: Latest Updates for November 14, 2025
Crypto markets slid sharply on Nov. 14, with BTC dropping below $100,000 and ETH plunging more than 6%, as most major sectors posted 2–7% losses. NFTs, Layer 1s, DeFi, CeFi, and Meme tokens all traded lower, though pockets of strength emerged in STRK, MOG, and TEL. Despite the broad downturn, on-chain flows suggest institutions may be accumulating: Anchorage Digital has received 4,094 BTC (≈$405M) over the past nine hours from Coinbase, Cumberland, Galaxy Digital, and Wintermute, hinting that...
Why Is Crypto Down Today? – November 14, 2025
The crypto market is down today and by a significantly higher percentage than over the past few days, with the cryptocurrency market capitalisation decreasing by 5.6%, now standing at $3.38 trillion. 96 of the top 100 coins have dropped over the past 24 hours. At the same time, the total crypto trading volume is at $254 billion.
TLDR:
- The crypto market capitalisation is down by 5.6% on Friday morning (UTC);
- 96 of the top 100 coins and all top 10 coins are down today;
- BTC decreased by 6.2% to $97,033, and ETH fell by 9.2% to $3,208;
- ’Bitcoin appears to be fighting one battle after another’;
- The real test could be the interest rate decision in the US on 10 December;
- Crypto and tech stocks are diverging;
- ’Despite recent price movement, 2025 has been the year of institutional investment into digital assets’;
- ’Bitcoin DeFi is poised to be at the forefront of the global financial system – from Wall Street to Main Street’;
- US BTC spot ETFs saw a whopping $869.86 million in outflows on Thursday, and ETH ETFs let go of $259.72 million;
- Canary Capital’s XRPC, the first US spot XRP ETF, made its debut on Thursday;
- Crypto market sentiment drops again within the fear territory.
Crypto Winners & Losers
At the time of writing, all top 10 coins per market capitalization have seen their prices decrease over the past 24 hours.
Bitcoin (BTC) has dropped by 6.2% since this time yesterday, currently trading at $97,033.
Bitcoin (BTC)
24h7d30d1yAll time
Ethereum (ETH) is down by 9.2%, now changing hands at $3,208. This, along with Lido Staked Ether (STETH), is the highest fall in the category.
Solana (SOL) is in in the second place, having dropped 8.6% to the price of $142.
The smallest fall is 2.3% by Tron (TRX), which now stands at $0.2927.
When it comes to the top 100 coins, only four are green. Among these, Zcash (ZEC) appreciated the most, rising to the price of $507.
Leo Token (LEO) follows with a 2% rise to $9.17.
On the other hand, three coins saw double-digit drops. Story (IP) fell 15%, now trading at $3.34.
It’s followed by Aave (AAVE)’s 13.6% and Hedera (HBAR)’s 10.4% to $185 and $0.1606, respectively.
‘Bitcoin Appears To Be Fighting One Battle After Another’
Nic Puckrin, crypto analyst and co-founder of The Coin Bureau, argues that the “crypto market has been struggling to regain momentum since October’s pandemonium.”
“Bitcoin appears to be fighting one battle after another, dragged down by US dollar strength and higher Treasury yields, long-term holders selling, and macro uncertainty,” he says.
Puckrin finds it “unsettling” to see crypto and tech stocks diverging when they typically move in lockstep. This dynamic shows that BTC “isn’t just a proxy for the Nasdaq.”
Rather, it’s more sensitive to macro headwinds and liquidity concerns and is “perfectly positioned to break out once those concerns dissipate.”
Notably, as the US re-opens and data starts flooding back in, “we may see the BTC price wobble over the coming weeks.”
The real test could be the interest rate decision in the US on 10 December. Still, “it remains likely that the news will be positive, which could set the stage for a Santa rally in crypto and other risk assets,” Puckrin concludes.
Moreover, Dom Harz, co-founder of BOB, commented on institutional involvement in BTC as the coin’s price drops below $100,000.
“Despite recent price movement, 2025 has been the year of institutional investment into digital assets, with institutions now holding over 4 million BTC,” Harz writes in an email commentary.
These institutions are “increasingly looking to store excess cash in DeFi vaults for higher-yield opportunities. These two movements are converging with Bitcoin DeFi; moving the world’s biggest digital asset beyond a store of value and into a yield-generating asset. “
He continues: “As this mainstream appetite for DeFi grows, serious technological advancements are unlocking Bitcoin’s utility. Key players in institutional crypto and Bitcoin DeFi adoption are opening up access to BTCFi, where institutions can leverage yield-bearing opportunities for their BTC holdings. Bitcoin DeFi is poised to be at the forefront of the global financial system – from Wall Street to Main Street.”
Levels & Events to Watch Next
At the time of writing on Friday morning, BTC fell below the $100,000 mark and to the $96,000 level, now standing at $97,033.
The coin has dropped from the intraday high of $103,737 to the low of $96,170. It’s now down 4.7% in a week, 13.7% in a month, and 22.9% from its all-time high.
We may see BTC pull back towards $94,500 and further towards the $90,000 level. A higher plunge could drag it lower. Conversely, if there is a change in course, the coin could climb back above $100,000 and move towards $103,000.
Bitcoin Price Chart. Source: TradingView
Ethereum is currently changing hands at $3,208. It plunged from today’s high of $3,545 to the currently lowest point of $3,126.
Over this past week, it has been trading between $3,172 and $3,633. ETH is down 4.3% in a day, 22.2% in a month, and 35.1% from its ATH.
ETH may continue dropping today and over the next few days. Should that happen, it could retreat below the $3,000 level – far from the near-$5,000 zone where it stood just weeks ago. If there is a market rebound, the coin could return to the $3,500 territory and potentially $3,650.
Ethereum (ETH)
24h7d30d1yAll time
Meanwhile, the crypto market sentiment has decreased again, holding firmly to the fear zone and moving to extreme fear. The crypto fear and greed index fell from 25 yesterday to 22 today.
Some investors are selling assets, driven by fear and worry over the continuously falling prices. If the market continues to ride this instability, it may decline further.
However, if assets are oversold, as high fear can sometimes indicate, the market could potentially see a rebound. Undervalued prices could also present a potential buying opportunity.
Source: CoinMarketCap
ETFs See Significant Outflows
On Thursday, the US BTC spot exchange-traded funds (ETFs) recorded $869.86 million in outflows, the highest since February 2025 and the second-highest on record. The total net inflow is back down to $60.21 billion, but it still stands above $60 billion.
Ten of the 12 BTC ETFs recorded negative flows, and there were no positive flows. Grayscale let go of $256.64 million. It’s followed by BlackRock’s $256.64 million. One more triple-digit is $119.93 million by Fidelity.
Source: SoSoValue
At the same time, the US ETH ETFs continued their outflow streak, recording another $259.72 million leaving on 13 November. The total net inflow pulled back to $13.31 billion.
Five of the nine funds recorded outflows. There were no positive flows. BlackRock is the reddest among these, letting go of $137.31 million. Grayscale follows with $67.91 in outflows.
Source: SoSoValue
Meanwhile, Canary Capital’s XRPC, the first US spot exchange-traded fund offering direct exposure to XRP, made its debut on Thursday with $58 million in trading volume.
Such notable opening performance indicates that there is a rising institutional appetite for exposure to other major assets, besides BTC and ETH.
Quick FAQ
- Why did crypto move against stocks today?
The crypto market has decreased again over the past day, and the stock market closed sharply lower on Thursday, dragged by technology shares. By the closing time on 13 November, the S&P 500 was down by 1.66%, the Nasdaq-100 decreased by 2.05%, and the Dow Jones Industrial Average fell by 1.65%.
- Is this drop sustainable?
The market may see an extended downturn over the next few days as investors’ worries persist. However, should there be macroeconomic and/or geopolitical signals that would ease these concerns and reassure investors, the market could see a rebound.
You may also like:
(LIVE) Crypto News Today: Latest Updates for November 14, 2025
Crypto markets slid sharply on Nov. 14, with BTC dropping below $100,000 and ETH plunging more than 6%, as most major sectors posted 2–7% losses. NFTs, Layer 1s, DeFi, CeFi, and Meme tokens all traded lower, though pockets of strength emerged in STRK, MOG, and TEL. Despite the broad downturn, on-chain flows suggest institutions may be accumulating: Anchorage Digital has received 4,094 BTC (≈$405M) over the past nine hours from Coinbase, Cumberland, Galaxy Digital, and Wintermute, hinting that...
Disclaimer: The articles reposted on this site are sourced from public platforms and are provided for informational purposes only. They do not necessarily reflect the views of MEXC. All rights remain with the original authors. If you believe any content infringes on third-party rights, please contact crypto.news@mexc.com for removal. MEXC makes no guarantees regarding the accuracy, completeness, or timeliness of the content and is not responsible for any actions taken based on the information provided. The content does not constitute financial, legal, or other professional advice, nor should it be considered a recommendation or endorsement by MEXC.
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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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Medium2025/09/18 14:40