Analyze earnings 95% faster
AI Hedge Fund Earnings Analysis Agent
A first call summary, in seconds
Delegate your earnings season prep to a specialized AI agent. It reads the press release and earnings call transcript for any company, extracts key KPIs and management guidance, and summarizes the most important questions from the analyst Q&A session.

Ideal for
Hedge Funds
Equity Research
Asset Management

See AI Hedge Fund Earnings Analysis Agent in action
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See AI Hedge Fund Earnings Analysis Agent in action
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See AI Hedge Fund Earnings Analysis Agent in action
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Earnings Call Summary
See AI Hedge Fund Earnings Analysis Agent in action
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Time comparison
Time comparison
Traditional way
1-2 hours per company
With V7 Go agents
5 minutes
Average time saved
95%
Why V7 Go
Why V7 Go
KPI & Financial Extraction
Automatically reads the earnings press release and 8-K to extract headline financials (Revenue, EPS) and key performance indicators (KPIs) specific to the company's industry.
KPI & Financial Extraction
Automatically reads the earnings press release and 8-K to extract headline financials (Revenue, EPS) and key performance indicators (KPIs) specific to the company's industry.
KPI & Financial Extraction
Automatically reads the earnings press release and 8-K to extract headline financials (Revenue, EPS) and key performance indicators (KPIs) specific to the company's industry.
KPI & Financial Extraction
Automatically reads the earnings press release and 8-K to extract headline financials (Revenue, EPS) and key performance indicators (KPIs) specific to the company's industry.
Management Guidance Summarization
Analyzes the call transcript to identify and summarize management's forward-looking guidance for revenue, margins, and other key metrics for the upcoming quarter and full year.
Management Guidance Summarization
Analyzes the call transcript to identify and summarize management's forward-looking guidance for revenue, margins, and other key metrics for the upcoming quarter and full year.
Management Guidance Summarization
Analyzes the call transcript to identify and summarize management's forward-looking guidance for revenue, margins, and other key metrics for the upcoming quarter and full year.
Management Guidance Summarization
Analyzes the call transcript to identify and summarize management's forward-looking guidance for revenue, margins, and other key metrics for the upcoming quarter and full year.
Analyst Q&A Analysis
Reads the entire Q&A portion of the transcript and synthesizes the key themes, identifying the topics that analysts are most focused on and summarizing management's responses.
Analyst Q&A Analysis
Reads the entire Q&A portion of the transcript and synthesizes the key themes, identifying the topics that analysts are most focused on and summarizing management's responses.
Analyst Q&A Analysis
Reads the entire Q&A portion of the transcript and synthesizes the key themes, identifying the topics that analysts are most focused on and summarizing management's responses.
Analyst Q&A Analysis
Reads the entire Q&A portion of the transcript and synthesizes the key themes, identifying the topics that analysts are most focused on and summarizing management's responses.
Sentiment & Nuance Detection
Goes beyond the numbers to analyze the sentiment and confidence in management's tone, flagging subtle changes in language that might signal a shift in outlook.
Sentiment & Nuance Detection
Goes beyond the numbers to analyze the sentiment and confidence in management's tone, flagging subtle changes in language that might signal a shift in outlook.
Sentiment & Nuance Detection
Goes beyond the numbers to analyze the sentiment and confidence in management's tone, flagging subtle changes in language that might signal a shift in outlook.
Sentiment & Nuance Detection
Goes beyond the numbers to analyze the sentiment and confidence in management's tone, flagging subtle changes in language that might signal a shift in outlook.
Consensus Comparison
Integrates with your market data provider to automatically compare the reported results and guidance against Wall Street consensus estimates, instantly highlighting the beat or miss.
Consensus Comparison
Integrates with your market data provider to automatically compare the reported results and guidance against Wall Street consensus estimates, instantly highlighting the beat or miss.
Consensus Comparison
Integrates with your market data provider to automatically compare the reported results and guidance against Wall Street consensus estimates, instantly highlighting the beat or miss.
Consensus Comparison
Integrates with your market data provider to automatically compare the reported results and guidance against Wall Street consensus estimates, instantly highlighting the beat or miss.
Automated 'First Call' Notes
Delivers a structured summary of the entire earnings event—press release, prepared remarks, and Q&A—in a format perfect for a 'first call' note to your team or clients.
Automated 'First Call' Notes
Delivers a structured summary of the entire earnings event—press release, prepared remarks, and Q&A—in a format perfect for a 'first call' note to your team or clients.
Automated 'First Call' Notes
Delivers a structured summary of the entire earnings event—press release, prepared remarks, and Q&A—in a format perfect for a 'first call' note to your team or clients.
Automated 'First Call' Notes
Delivers a structured summary of the entire earnings event—press release, prepared remarks, and Q&A—in a format perfect for a 'first call' note to your team or clients.
Synthesizes the key data from earnings season documents
To provide an instant, actionable summary.
Get started
Get started
Import your files
Bloomberg Terminal
,
FactSet
,
S&P Capital IQ
Import your files from whereever they are currently stored
All types of Finance documents supported
Once imported our system extracts and organises the essentials
Customer voices
Customer voices
Connect AI to the firehose of earnings season.
Connect AI to the firehose of earnings season.
Empower your analysts to find the alpha, not just the facts.
Empower your analysts to find the alpha, not just the facts.
Finance
•
Legal
•
Insurance
•
Tax
•
Real Estate
Finance
•
Legal
•
Insurance
•
Tax
•
Real Estate
Finance
•
Legal
•
Insurance
•
Tax
•
Real Estate
Customer Voices
Industrial equipment sales
We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work.
Read the full story
Industrial equipment sales
We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work.
Read the full story
Insurance
We have six assessors. Before V7 Go, each would process around 15 claims a day, about 90 in total. With V7 Go, we’re expecting that to rise to around 20 claims per assessor, which adds up to an extra 30 claims a day. That’s the equivalent of two additional full-time assessors. Beyond the cost savings, there’s real reputational gains from fewer errors and faster turnaround times.
Read the full story
Insurance
We have six assessors. Before V7 Go, each would process around 15 claims a day, about 90 in total. With V7 Go, we’re expecting that to rise to around 20 claims per assessor, which adds up to an extra 30 claims a day. That’s the equivalent of two additional full-time assessors. Beyond the cost savings, there’s real reputational gains from fewer errors and faster turnaround times.
Read the full story
Real Estate
Prior to V7, people using the software were manually inputting data. Now it’s so much faster because it just reads it for them. On average, it saves our customers 45 minutes to an hour of work, and it’s more accurate.
Read the full story
Real Estate
Prior to V7, people using the software were manually inputting data. Now it’s so much faster because it just reads it for them. On average, it saves our customers 45 minutes to an hour of work, and it’s more accurate.
Read the full story
Industrial equipment sales
We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work.
Read the full story
Insurance
We have six assessors. Before V7 Go, each would process around 15 claims a day, about 90 in total. With V7 Go, we’re expecting that to rise to around 20 claims per assessor, which adds up to an extra 30 claims a day. That’s the equivalent of two additional full-time assessors. Beyond the cost savings, there’s real reputational gains from fewer errors and faster turnaround times.
Read the full story
Real Estate
Prior to V7, people using the software were manually inputting data. Now it’s so much faster because it just reads it for them. On average, it saves our customers 45 minutes to an hour of work, and it’s more accurate.
Read the full story
Finance
“Whenever I think about hiring, I first try to do it in V7 Go.” Discover how HITICCO uses V7 Go agents to accelerate and enrich their prospect research.
Read the full story
Finance
The experience with V7 has been fantastic. Very customized level of support. You feel like they really care about your outcome and objectives.
Read the full story
Features
Features
Results you can actually trust.
Reliable AI document processing toolkit.
Results you can trust.
Trustworthy AI document processing toolkit.
Works with all your earnings docs.
In any format.
The agent synthesizes insights from the complete earnings package: the press release, the 8-K filing, the full call transcript, and even the investor presentation slides with their embedded charts and graphs.
Input types
Transcripts
Press Releases
Charts & Graphs
Multi-modal
Document types
PDFs
Word Docs
Complex Tables
HTML
PowerPoint
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Works with all your earnings docs.
In any format.
The agent synthesizes insights from the complete earnings package: the press release, the 8-K filing, the full call transcript, and even the investor presentation slides with their embedded charts and graphs.
Input types
Transcripts
Press Releases
Charts & Graphs
Multi-modal
Document types
PDFs
Word Docs
Complex Tables
HTML
PowerPoint
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Works with all your earnings docs.
In any format.
The agent synthesizes insights from the complete earnings package: the press release, the 8-K filing, the full call transcript, and even the investor presentation slides with their embedded charts and graphs.
Input types
Transcripts
Press Releases
Charts & Graphs
Multi-modal
Document types
PDFs
Word Docs
Complex Tables
HTML
PowerPoint
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Achieve near-perfect accuracy
with AI reasoning.
Investment decisions demand precision. The agent uses AI reasoning to accurately extract financial figures, specific guidance numbers, and the nuanced context of Q&A sessions, ensuring your analysis is based on solid facts.
Model providers

Security note
V7 never trains models on your private data. We keep your data encrypted and allow you to deploy your own models.
Answer
Type
Text
Tool
o4 Mini
Reasoning effort
Min
Low
Mid
High
AI Citations
Inputs
Set a prompt (Press @ to mention an input)
Achieve near-perfect accuracy
with AI reasoning.
Investment decisions demand precision. The agent uses AI reasoning to accurately extract financial figures, specific guidance numbers, and the nuanced context of Q&A sessions, ensuring your analysis is based on solid facts.
Model providers

Security note
V7 never trains models on your private data. We keep your data encrypted and allow you to deploy your own models.
Answer
Type
Text
Tool
o4 Mini
Reasoning effort
Min
Low
Mid
High
AI Citations
Inputs
Set a prompt (Press @ to mention an input)
Achieve near-perfect accuracy
with AI reasoning.
Investment decisions demand precision. The agent uses AI reasoning to accurately extract financial figures, specific guidance numbers, and the nuanced context of Q&A sessions, ensuring your analysis is based on solid facts.
Model providers

Security note
V7 never trains models on your private data. We keep your data encrypted and allow you to deploy your own models.
Answer
Type
Text
Tool
o4 Mini
Reasoning effort
Min
Low
Mid
High
AI Citations
Inputs
Set a prompt (Press @ to mention an input)
Trustworthy results,
grounded in your documents.
Never second-guess an earnings summary again. Every single data point and summarized theme in the agent's output is visually linked to the exact sentence or table in the source press release or transcript.

Visual grounding in action
00:54
Deliberate Misrepresentation: During the trial, evidence was presented showing that John Doe deliberately misrepresented his income on multiple occasions over several years. This included falsifying documents, underreporting income, and inflating deductions to lower his tax liability. Such deliberate deception demonstrates intent to evade taxes.
Pattern of Behavior: The prosecution demonstrated a consistent pattern of behavior by John Doe, spanning several years, wherein he consistently failed to report substantial portions of his income. This pattern suggested a systematic attempt to evade taxes rather than mere oversight or misunderstanding.
Concealment of Assets: Forensic accounting revealed that John Doe had taken significant steps to conceal his assets offshore, including setting up shell companies and using complex financial structures to hide income from tax authorities. Such elaborate schemes indicate a deliberate effort to evade taxes and avoid detection.
Failure to Cooperate: Throughout the investigation and trial, John Doe displayed a lack of cooperation with tax authorities. He refused to provide requested documentation, obstructed the audit process, and failed to disclose relevant financial information. This obstructionism further supported the prosecution's argument of intentional tax evasion.
Prior Warning and Ignoring Compliance

02
01
01
02
Trustworthy results,
grounded in your documents.
Never second-guess an earnings summary again. Every single data point and summarized theme in the agent's output is visually linked to the exact sentence or table in the source press release or transcript.

Visual grounding in action
00:54
Deliberate Misrepresentation: During the trial, evidence was presented showing that John Doe deliberately misrepresented his income on multiple occasions over several years. This included falsifying documents, underreporting income, and inflating deductions to lower his tax liability. Such deliberate deception demonstrates intent to evade taxes.
Pattern of Behavior: The prosecution demonstrated a consistent pattern of behavior by John Doe, spanning several years, wherein he consistently failed to report substantial portions of his income. This pattern suggested a systematic attempt to evade taxes rather than mere oversight or misunderstanding.
Concealment of Assets: Forensic accounting revealed that John Doe had taken significant steps to conceal his assets offshore, including setting up shell companies and using complex financial structures to hide income from tax authorities. Such elaborate schemes indicate a deliberate effort to evade taxes and avoid detection.
Failure to Cooperate: Throughout the investigation and trial, John Doe displayed a lack of cooperation with tax authorities. He refused to provide requested documentation, obstructed the audit process, and failed to disclose relevant financial information. This obstructionism further supported the prosecution's argument of intentional tax evasion.
Prior Warning and Ignoring Compliance

02
01
01
02
Trustworthy results,
grounded in your documents.
Never second-guess an earnings summary again. Every single data point and summarized theme in the agent's output is visually linked to the exact sentence or table in the source press release or transcript.

Visual grounding in action
00:54
Deliberate Misrepresentation: During the trial, evidence was presented showing that John Doe deliberately misrepresented his income on multiple occasions over several years. This included falsifying documents, underreporting income, and inflating deductions to lower his tax liability. Such deliberate deception demonstrates intent to evade taxes.
Pattern of Behavior: The prosecution demonstrated a consistent pattern of behavior by John Doe, spanning several years, wherein he consistently failed to report substantial portions of his income. This pattern suggested a systematic attempt to evade taxes rather than mere oversight or misunderstanding.
Concealment of Assets: Forensic accounting revealed that John Doe had taken significant steps to conceal his assets offshore, including setting up shell companies and using complex financial structures to hide income from tax authorities. Such elaborate schemes indicate a deliberate effort to evade taxes and avoid detection.
Failure to Cooperate: Throughout the investigation and trial, John Doe displayed a lack of cooperation with tax authorities. He refused to provide requested documentation, obstructed the audit process, and failed to disclose relevant financial information. This obstructionism further supported the prosecution's argument of intentional tax evasion.
Prior Warning and Ignoring Compliance

02
01
01
02
Enterprise-grade security
for sensitive financial data.
While earnings data is public, your analysis and investment thesis are your most valuable secret. V7 Go ensures this IP remains protected, processing everything within your secure, private environment.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise-grade security
for sensitive financial data.
While earnings data is public, your analysis and investment thesis are your most valuable secret. V7 Go ensures this IP remains protected, processing everything within your secure, private environment.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise-grade security
for sensitive financial data.
While earnings data is public, your analysis and investment thesis are your most valuable secret. V7 Go ensures this IP remains protected, processing everything within your secure, private environment.
Certifications
GPDR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
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Answers
Answers
What you need to know about our
AI Hedge Fund Earnings Analysis Agent
Where does the agent get the earnings transcripts and press releases?
The agent can connect to your capital markets data provider (e.g., Bloomberg, Refinitiv) to pull transcripts as they are published, or it can process documents you upload directly from company investor relations websites.
+
Where does the agent get the earnings transcripts and press releases?
The agent can connect to your capital markets data provider (e.g., Bloomberg, Refinitiv) to pull transcripts as they are published, or it can process documents you upload directly from company investor relations websites.
+
Where does the agent get the earnings transcripts and press releases?
The agent can connect to your capital markets data provider (e.g., Bloomberg, Refinitiv) to pull transcripts as they are published, or it can process documents you upload directly from company investor relations websites.
+
How does it handle industry-specific KPIs?
The agent is configurable. You can provide it with a list of the specific, non-standard KPIs you track for a particular industry (e.g., 'Same-Store Sales' for retail, 'ARR' for SaaS), and it will actively search for them.
+
How does it handle industry-specific KPIs?
The agent is configurable. You can provide it with a list of the specific, non-standard KPIs you track for a particular industry (e.g., 'Same-Store Sales' for retail, 'ARR' for SaaS), and it will actively search for them.
+
How does it handle industry-specific KPIs?
The agent is configurable. You can provide it with a list of the specific, non-standard KPIs you track for a particular industry (e.g., 'Same-Store Sales' for retail, 'ARR' for SaaS), and it will actively search for them.
+
Can it track these metrics for a company over multiple quarters?
Yes. By running the agent each quarter, you build a historical, structured dataset of a company's performance and guidance, making it easy to analyze trends over time.
+
Can it track these metrics for a company over multiple quarters?
Yes. By running the agent each quarter, you build a historical, structured dataset of a company's performance and guidance, making it easy to analyze trends over time.
+
Can it track these metrics for a company over multiple quarters?
Yes. By running the agent each quarter, you build a historical, structured dataset of a company's performance and guidance, making it easy to analyze trends over time.
+
How does it analyze the Q&A session?
It reads the entire transcript and uses AI to group questions by topic (e.g., 'margin pressure,' 'capital allocation'). It then summarizes the key questions and management's answers for each theme.
+
How does it analyze the Q&A session?
It reads the entire transcript and uses AI to group questions by topic (e.g., 'margin pressure,' 'capital allocation'). It then summarizes the key questions and management's answers for each theme.
+
How does it analyze the Q&A session?
It reads the entire transcript and uses AI to group questions by topic (e.g., 'margin pressure,' 'capital allocation'). It then summarizes the key questions and management's answers for each theme.
+
Can I customize the format of the earnings summary?
Absolutely. The agent can be configured to deliver its summary in the exact format of your firm's standard 'first call' notes or to populate a specific Excel template for tracking earnings.
+
Can I customize the format of the earnings summary?
Absolutely. The agent can be configured to deliver its summary in the exact format of your firm's standard 'first call' notes or to populate a specific Excel template for tracking earnings.
+
Can I customize the format of the earnings summary?
Absolutely. The agent can be configured to deliver its summary in the exact format of your firm's standard 'first call' notes or to populate a specific Excel template for tracking earnings.
+
How can I trust the summary is accurate?
Every piece of information in the summary is verifiable. The agent provides visual citations that link every extracted number, piece of guidance, and Q&A summary directly back to the source sentence in the original transcript.
+
How can I trust the summary is accurate?
Every piece of information in the summary is verifiable. The agent provides visual citations that link every extracted number, piece of guidance, and Q&A summary directly back to the source sentence in the original transcript.
+
How can I trust the summary is accurate?
Every piece of information in the summary is verifiable. The agent provides visual citations that link every extracted number, piece of guidance, and Q&A summary directly back to the source sentence in the original transcript.
+
Next steps
Next steps
Is your team ready for the next earnings deluge?
Pick a company that has recently reported. We'll show you how our AI agent can digest their entire earnings package and deliver a concise, actionable summary in under 10 minutes.
Uncover hidden liabilities
in
supplier contracts.
V7 Go transforms documents into strategic assets. 150+ enterprises are already on board:
Uncover hidden liabilities
in
supplier contracts.
V7 Go transforms documents into strategic assets. 150+ enterprises are already on board: