90% faster transcript analysis
AI agent for Equity Research Analysts
Cover more stocks without reading every transcript
Delegate earnings call analysis to a specialized AI agent. It reads transcripts, extracts revised guidance, identifies material commentary changes, and delivers structured summaries so you can publish research faster and expand coverage without adding analysts.

Ideal for
Equity Research
Sell-Side Analysts
Buy-Side Research

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Q3 Earnings Analysis - ACME Corp
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Time comparison
Time comparison
Traditional way
2-3 hours per call
With V7 Go agents
5-10 minutes
Average time saved
90%
Why V7 Go
Why V7 Go
Automated Guidance Extraction
Instantly identifies and extracts all forward-looking guidance from earnings transcripts, including revenue, EBITDA, margins, capex, and segment-specific metrics, with precise citations to management statements.
Automated Guidance Extraction
Instantly identifies and extracts all forward-looking guidance from earnings transcripts, including revenue, EBITDA, margins, capex, and segment-specific metrics, with precise citations to management statements.
Automated Guidance Extraction
Instantly identifies and extracts all forward-looking guidance from earnings transcripts, including revenue, EBITDA, margins, capex, and segment-specific metrics, with precise citations to management statements.
Automated Guidance Extraction
Instantly identifies and extracts all forward-looking guidance from earnings transcripts, including revenue, EBITDA, margins, capex, and segment-specific metrics, with precise citations to management statements.
Management Commentary Analysis
Summarizes key themes from prepared remarks and Q&A sessions, flagging material tone shifts, new strategic initiatives, and changes in competitive positioning compared to prior quarters.
Management Commentary Analysis
Summarizes key themes from prepared remarks and Q&A sessions, flagging material tone shifts, new strategic initiatives, and changes in competitive positioning compared to prior quarters.
Management Commentary Analysis
Summarizes key themes from prepared remarks and Q&A sessions, flagging material tone shifts, new strategic initiatives, and changes in competitive positioning compared to prior quarters.
Management Commentary Analysis
Summarizes key themes from prepared remarks and Q&A sessions, flagging material tone shifts, new strategic initiatives, and changes in competitive positioning compared to prior quarters.
Quarter-over-Quarter Comparison
Automatically compares current guidance and commentary against previous quarters by referencing your Knowledge Hub of historical transcripts, highlighting revisions and narrative evolution.
Quarter-over-Quarter Comparison
Automatically compares current guidance and commentary against previous quarters by referencing your Knowledge Hub of historical transcripts, highlighting revisions and narrative evolution.
Quarter-over-Quarter Comparison
Automatically compares current guidance and commentary against previous quarters by referencing your Knowledge Hub of historical transcripts, highlighting revisions and narrative evolution.
Quarter-over-Quarter Comparison
Automatically compares current guidance and commentary against previous quarters by referencing your Knowledge Hub of historical transcripts, highlighting revisions and narrative evolution.
KPI and Metric Tracking
Extracts company-specific operating metrics mentioned in calls, from subscriber counts to same-store sales, and tracks them over time to identify inflection points in business performance.
KPI and Metric Tracking
Extracts company-specific operating metrics mentioned in calls, from subscriber counts to same-store sales, and tracks them over time to identify inflection points in business performance.
KPI and Metric Tracking
Extracts company-specific operating metrics mentioned in calls, from subscriber counts to same-store sales, and tracks them over time to identify inflection points in business performance.
KPI and Metric Tracking
Extracts company-specific operating metrics mentioned in calls, from subscriber counts to same-store sales, and tracks them over time to identify inflection points in business performance.
Risk Factor Identification
Flags new risks or concerns raised by management during the call, including regulatory headwinds, supply chain issues, competitive threats, or macroeconomic uncertainties.
Risk Factor Identification
Flags new risks or concerns raised by management during the call, including regulatory headwinds, supply chain issues, competitive threats, or macroeconomic uncertainties.
Risk Factor Identification
Flags new risks or concerns raised by management during the call, including regulatory headwinds, supply chain issues, competitive threats, or macroeconomic uncertainties.
Risk Factor Identification
Flags new risks or concerns raised by management during the call, including regulatory headwinds, supply chain issues, competitive threats, or macroeconomic uncertainties.
Structured Output for Models
Delivers guidance and metrics in a structured format ready for direct input into your financial models and research management systems, eliminating manual data entry.
Structured Output for Models
Delivers guidance and metrics in a structured format ready for direct input into your financial models and research management systems, eliminating manual data entry.
Structured Output for Models
Delivers guidance and metrics in a structured format ready for direct input into your financial models and research management systems, eliminating manual data entry.
Structured Output for Models
Delivers guidance and metrics in a structured format ready for direct input into your financial models and research management systems, eliminating manual data entry.
Analyzes any earnings communication
To extract guidance and management insights.
Get started
Get started

Import your files
FactSet
,
Bloomberg Terminal
,
Microsoft Excel
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 your research process.
Connect AI to your research process.
Cover more stocks without sacrificing quality or speed.
Cover more stocks without sacrificing quality or speed.
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.
Supporting complex documents.
Up to 200 pages.
Earnings transcripts vary widely in format and length. This agent handles everything from concise prepared remarks to marathon Q&A sessions, extracting guidance and insights regardless of transcript structure or company-specific terminology.
Input types
50+ languages
Multi-speaker
200 pages
Multi-modal
Document types
PDFs
Audio Files
Tables
Presentations
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Supporting complex documents.
Up to 200 pages.
Earnings transcripts vary widely in format and length. This agent handles everything from concise prepared remarks to marathon Q&A sessions, extracting guidance and insights regardless of transcript structure or company-specific terminology.
Input types
50+ languages
Multi-speaker
200 pages
Multi-modal
Document types
PDFs
Audio Files
Tables
Presentations
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Supporting complex documents.
Up to 200 pages.
Earnings transcripts vary widely in format and length. This agent handles everything from concise prepared remarks to marathon Q&A sessions, extracting guidance and insights regardless of transcript structure or company-specific terminology.
Input types
50+ languages
Multi-speaker
200 pages
Multi-modal
Document types
PDFs
Audio Files
Tables
Presentations
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Reach 99% accuracy rate
through GenAI reasoning.
Research demands precision. The agent uses multi-step reasoning to ensure guidance figures, metric names, and management statements are extracted with exceptional accuracy, ready for direct use in your models and reports.
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)
Reach 99% accuracy rate
through GenAI reasoning.
Research demands precision. The agent uses multi-step reasoning to ensure guidance figures, metric names, and management statements are extracted with exceptional accuracy, ready for direct use in your models and reports.
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)
Reach 99% accuracy rate
through GenAI reasoning.
Research demands precision. The agent uses multi-step reasoning to ensure guidance figures, metric names, and management statements are extracted with exceptional accuracy, ready for direct use in your models and reports.
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 reality.
Every extracted guidance figure and management quote is visually linked to its exact location in the transcript. This provides a complete audit trail, allowing you to verify any data point and cite sources in your research with confidence.

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 reality.
Every extracted guidance figure and management quote is visually linked to its exact location in the transcript. This provides a complete audit trail, allowing you to verify any data point and cite sources in your research with confidence.

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 reality.
Every extracted guidance figure and management quote is visually linked to its exact location in the transcript. This provides a complete audit trail, allowing you to verify any data point and cite sources in your research with confidence.

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 high-stake industries.
Earnings analysis often involves material non-public information and proprietary research. V7 Go processes all transcripts within your secure environment, ensuring compliance with information barriers and protecting your competitive research edge.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise grade security
for high-stake industries.
Earnings analysis often involves material non-public information and proprietary research. V7 Go processes all transcripts within your secure environment, ensuring compliance with information barriers and protecting your competitive research edge.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise grade security
for high-stake industries.
Earnings analysis often involves material non-public information and proprietary research. V7 Go processes all transcripts within your secure environment, ensuring compliance with information barriers and protecting your competitive research edge.
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 agent for Equity Research Analysts
How does it handle non-GAAP metrics and adjusted figures?
The agent is trained to recognize both GAAP and non-GAAP metrics, including adjusted EBITDA, normalized earnings, and company-specific KPIs. It extracts the figures management emphasizes and notes any reconciliation details provided.
+
How does it handle non-GAAP metrics and adjusted figures?
The agent is trained to recognize both GAAP and non-GAAP metrics, including adjusted EBITDA, normalized earnings, and company-specific KPIs. It extracts the figures management emphasizes and notes any reconciliation details provided.
+
How does it handle non-GAAP metrics and adjusted figures?
The agent is trained to recognize both GAAP and non-GAAP metrics, including adjusted EBITDA, normalized earnings, and company-specific KPIs. It extracts the figures management emphasizes and notes any reconciliation details provided.
+
Can it detect changes in management tone or sentiment?
Yes. The agent analyzes language patterns and compares current commentary to historical transcripts in your Knowledge Hub to identify shifts in tone, increased hedging language, or changes in confidence levels on specific topics.
+
Can it detect changes in management tone or sentiment?
Yes. The agent analyzes language patterns and compares current commentary to historical transcripts in your Knowledge Hub to identify shifts in tone, increased hedging language, or changes in confidence levels on specific topics.
+
Can it detect changes in management tone or sentiment?
Yes. The agent analyzes language patterns and compares current commentary to historical transcripts in your Knowledge Hub to identify shifts in tone, increased hedging language, or changes in confidence levels on specific topics.
+
What if guidance is provided in ranges or qualitative terms?
The agent captures guidance exactly as stated by management, whether it's a specific number, a range, or qualitative language like 'low double digits.' It preserves the nuance while structuring the information for analysis.
+
What if guidance is provided in ranges or qualitative terms?
The agent captures guidance exactly as stated by management, whether it's a specific number, a range, or qualitative language like 'low double digits.' It preserves the nuance while structuring the information for analysis.
+
What if guidance is provided in ranges or qualitative terms?
The agent captures guidance exactly as stated by management, whether it's a specific number, a range, or qualitative language like 'low double digits.' It preserves the nuance while structuring the information for analysis.
+
How does it handle multiple speakers and Q&A sessions?
The agent processes the entire transcript, attributing statements to specific executives and analysts. It separately summarizes prepared remarks and Q&A sessions, making it easy to see what was scripted versus what emerged in discussion.
+
How does it handle multiple speakers and Q&A sessions?
The agent processes the entire transcript, attributing statements to specific executives and analysts. It separately summarizes prepared remarks and Q&A sessions, making it easy to see what was scripted versus what emerged in discussion.
+
How does it handle multiple speakers and Q&A sessions?
The agent processes the entire transcript, attributing statements to specific executives and analysts. It separately summarizes prepared remarks and Q&A sessions, making it easy to see what was scripted versus what emerged in discussion.
+
Can it compare guidance to consensus estimates?
If you provide consensus data in your Knowledge Hub or as a reference document, the agent can flag where management guidance differs from Street expectations, helping you quickly identify potential estimate revisions.
+
Can it compare guidance to consensus estimates?
If you provide consensus data in your Knowledge Hub or as a reference document, the agent can flag where management guidance differs from Street expectations, helping you quickly identify potential estimate revisions.
+
Can it compare guidance to consensus estimates?
If you provide consensus data in your Knowledge Hub or as a reference document, the agent can flag where management guidance differs from Street expectations, helping you quickly identify potential estimate revisions.
+
What is the output format?
The agent delivers a structured summary with extracted guidance metrics, key commentary themes, and risk factors, typically in JSON or Excel format. This can be customized to match your research workflow and model inputs.
+
What is the output format?
The agent delivers a structured summary with extracted guidance metrics, key commentary themes, and risk factors, typically in JSON or Excel format. This can be customized to match your research workflow and model inputs.
+
What is the output format?
The agent delivers a structured summary with extracted guidance metrics, key commentary themes, and risk factors, typically in JSON or Excel format. This can be customized to match your research workflow and model inputs.
+
Next steps
Next steps
Still reading every earnings transcript manually?
Send us transcripts from your coverage universe, and we'll show you how our AI agent can deliver guidance summaries in minutes instead of hours.
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:
