Prep time cut by 70%
AI Investor Relations Q&A Prep Agent
Turn analyst sentiment into prepared answers
Delegate earnings call preparation to a specialized AI agent. It analyzes analyst reports, competitor earnings transcripts, and market research to identify likely questions, synthesize talking points, and generate a comprehensive Q&A preparation sheet that keeps management confident and on-message.

Ideal for
Investor Relations
Corporate Communications
Executive Leadership

See AI Investor Relations Q&A Prep Agent in action
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See AI Investor Relations Q&A Prep Agent in action
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See AI Investor Relations Q&A Prep Agent in action
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Q3 Earnings Call Prep
See AI Investor Relations Q&A Prep Agent in action
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Time comparison
Time comparison
Traditional way
3-5 days
With V7 Go agents
2-4 hours
Average time saved
70%
Why V7 Go
Why V7 Go
Analyst Sentiment Analysis
Automatically scans recent analyst reports and research notes to identify emerging concerns, consensus expectations, and areas of disagreement among the investment community.
Analyst Sentiment Analysis
Automatically scans recent analyst reports and research notes to identify emerging concerns, consensus expectations, and areas of disagreement among the investment community.
Analyst Sentiment Analysis
Automatically scans recent analyst reports and research notes to identify emerging concerns, consensus expectations, and areas of disagreement among the investment community.
Analyst Sentiment Analysis
Automatically scans recent analyst reports and research notes to identify emerging concerns, consensus expectations, and areas of disagreement among the investment community.
Competitor Call Intelligence
Analyzes competitor earnings transcripts to surface common analyst questions, recurring themes, and industry-specific concerns that are likely to be asked of your management team.
Competitor Call Intelligence
Analyzes competitor earnings transcripts to surface common analyst questions, recurring themes, and industry-specific concerns that are likely to be asked of your management team.
Competitor Call Intelligence
Analyzes competitor earnings transcripts to surface common analyst questions, recurring themes, and industry-specific concerns that are likely to be asked of your management team.
Competitor Call Intelligence
Analyzes competitor earnings transcripts to surface common analyst questions, recurring themes, and industry-specific concerns that are likely to be asked of your management team.
Question Anticipation
Synthesizes analyst sentiment and competitive dynamics to predict the most likely and most difficult questions management will face, ranked by probability and impact.
Question Anticipation
Synthesizes analyst sentiment and competitive dynamics to predict the most likely and most difficult questions management will face, ranked by probability and impact.
Question Anticipation
Synthesizes analyst sentiment and competitive dynamics to predict the most likely and most difficult questions management will face, ranked by probability and impact.
Question Anticipation
Synthesizes analyst sentiment and competitive dynamics to predict the most likely and most difficult questions management will face, ranked by probability and impact.
Talking Point Generation
Generates concise, on-message talking points for each anticipated question, grounded in company guidance, recent announcements, and strategic priorities.
Talking Point Generation
Generates concise, on-message talking points for each anticipated question, grounded in company guidance, recent announcements, and strategic priorities.
Talking Point Generation
Generates concise, on-message talking points for each anticipated question, grounded in company guidance, recent announcements, and strategic priorities.
Talking Point Generation
Generates concise, on-message talking points for each anticipated question, grounded in company guidance, recent announcements, and strategic priorities.
Historical Pattern Recognition
Identifies patterns from your company's previous earnings calls to surface recurring questions and topics that consistently come up, ensuring no blind spots.
Historical Pattern Recognition
Identifies patterns from your company's previous earnings calls to surface recurring questions and topics that consistently come up, ensuring no blind spots.
Historical Pattern Recognition
Identifies patterns from your company's previous earnings calls to surface recurring questions and topics that consistently come up, ensuring no blind spots.
Historical Pattern Recognition
Identifies patterns from your company's previous earnings calls to surface recurring questions and topics that consistently come up, ensuring no blind spots.
Rapid Turnaround
Delivers a complete, ready-to-use Q&A preparation sheet in hours, giving management time to practice and refine responses before the call.
Rapid Turnaround
Delivers a complete, ready-to-use Q&A preparation sheet in hours, giving management time to practice and refine responses before the call.
Rapid Turnaround
Delivers a complete, ready-to-use Q&A preparation sheet in hours, giving management time to practice and refine responses before the call.
Rapid Turnaround
Delivers a complete, ready-to-use Q&A preparation sheet in hours, giving management time to practice and refine responses before the call.
Synthesizes market intelligence into actionable prep
To help management anticipate and answer tough questions.
Get started
Get started


Import your files
Salesforce
,
Microsoft Sharepoint Online
,
Google Drive
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 earnings call strategy.
Connect AI to your earnings call strategy.
Prepare with confidence and precision.
Prepare with confidence and precision.
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.
Analyst reports come in many formats—dense PDFs, lengthy research notes, earnings transcripts with complex Q&A sections. This agent handles all of it, extracting insights from unstructured text, tables, and multi-page documents regardless of format or layout.
Input types
50+ languages
Dense PDFs
200 pages
Multi-modal
Document types
PDFs
URL
Tables
Transcripts
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Supporting complex documents.
Up to 200 pages.
Analyst reports come in many formats—dense PDFs, lengthy research notes, earnings transcripts with complex Q&A sections. This agent handles all of it, extracting insights from unstructured text, tables, and multi-page documents regardless of format or layout.
Input types
50+ languages
Dense PDFs
200 pages
Multi-modal
Document types
PDFs
URL
Tables
Transcripts
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Supporting complex documents.
Up to 200 pages.
Analyst reports come in many formats—dense PDFs, lengthy research notes, earnings transcripts with complex Q&A sections. This agent handles all of it, extracting insights from unstructured text, tables, and multi-page documents regardless of format or layout.
Input types
50+ languages
Dense PDFs
200 pages
Multi-modal
Document types
PDFs
URL
Tables
Transcripts
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Reach 99% accuracy rate
through GenAI reasoning.
Analyst sentiment is nuanced. This agent uses multi-step reasoning to accurately interpret tone, identify genuine concerns versus rhetorical questions, and distinguish between consensus views and outlier opinions. Every insight is grounded in the source material.
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.
Analyst sentiment is nuanced. This agent uses multi-step reasoning to accurately interpret tone, identify genuine concerns versus rhetorical questions, and distinguish between consensus views and outlier opinions. Every insight is grounded in the source material.
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.
Analyst sentiment is nuanced. This agent uses multi-step reasoning to accurately interpret tone, identify genuine concerns versus rhetorical questions, and distinguish between consensus views and outlier opinions. Every insight is grounded in the source material.
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 anticipated question and talking point is visually linked back to the source documents that informed it. Management can verify the reasoning and adjust responses with full confidence in the preparation.

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 anticipated question and talking point is visually linked back to the source documents that informed it. Management can verify the reasoning and adjust responses with full confidence in the preparation.

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 anticipated question and talking point is visually linked back to the source documents that informed it. Management can verify the reasoning and adjust responses with full confidence in the preparation.

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 call preparation involves sensitive company information and strategic insights. V7 Go processes all materials within your secure environment, ensuring confidentiality and compliance with securities regulations. Your data is never used for external purposes.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise grade security
for high-stake industries.
Earnings call preparation involves sensitive company information and strategic insights. V7 Go processes all materials within your secure environment, ensuring confidentiality and compliance with securities regulations. Your data is never used for external purposes.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise grade security
for high-stake industries.
Earnings call preparation involves sensitive company information and strategic insights. V7 Go processes all materials within your secure environment, ensuring confidentiality and compliance with securities regulations. Your data is never used for external purposes.
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 Investor Relations Q&A Prep Agent
How does the agent know what questions will actually be asked?
The agent doesn't predict the future—it identifies patterns. By analyzing analyst reports, competitor earnings calls, and your historical Q&A patterns, it surfaces the questions that are most likely based on current market sentiment and industry trends. This gives management the best possible preparation.
+
How does the agent know what questions will actually be asked?
The agent doesn't predict the future—it identifies patterns. By analyzing analyst reports, competitor earnings calls, and your historical Q&A patterns, it surfaces the questions that are most likely based on current market sentiment and industry trends. This gives management the best possible preparation.
+
How does the agent know what questions will actually be asked?
The agent doesn't predict the future—it identifies patterns. By analyzing analyst reports, competitor earnings calls, and your historical Q&A patterns, it surfaces the questions that are most likely based on current market sentiment and industry trends. This gives management the best possible preparation.
+
Can we customize the talking points to match our messaging?
Yes. The agent can be configured to reference your company's specific guidance, recent announcements, and strategic priorities. You can also manually refine any talking points before the call to ensure they align perfectly with your intended message.
+
Can we customize the talking points to match our messaging?
Yes. The agent can be configured to reference your company's specific guidance, recent announcements, and strategic priorities. You can also manually refine any talking points before the call to ensure they align perfectly with your intended message.
+
Can we customize the talking points to match our messaging?
Yes. The agent can be configured to reference your company's specific guidance, recent announcements, and strategic priorities. You can also manually refine any talking points before the call to ensure they align perfectly with your intended message.
+
What sources does the agent analyze?
The agent analyzes analyst reports, earnings call transcripts from competitors, market research, your company's previous earnings call transcripts, and any other documents you provide. The more sources you include, the more comprehensive the preparation.
+
What sources does the agent analyze?
The agent analyzes analyst reports, earnings call transcripts from competitors, market research, your company's previous earnings call transcripts, and any other documents you provide. The more sources you include, the more comprehensive the preparation.
+
What sources does the agent analyze?
The agent analyzes analyst reports, earnings call transcripts from competitors, market research, your company's previous earnings call transcripts, and any other documents you provide. The more sources you include, the more comprehensive the preparation.
+
How far in advance should we run this?
Ideally, run the agent 1-2 weeks before your earnings call. This gives management time to review the Q&A sheet, practice responses, and incorporate any updates or new information that emerges closer to the call date.
+
How far in advance should we run this?
Ideally, run the agent 1-2 weeks before your earnings call. This gives management time to review the Q&A sheet, practice responses, and incorporate any updates or new information that emerges closer to the call date.
+
How far in advance should we run this?
Ideally, run the agent 1-2 weeks before your earnings call. This gives management time to review the Q&A sheet, practice responses, and incorporate any updates or new information that emerges closer to the call date.
+
Does this replace our internal preparation process?
No. This agent accelerates and enhances your preparation by doing the heavy lifting of research and synthesis. Your team still owns the final messaging, tone, and strategic direction. Think of it as a research assistant that surfaces insights your team might otherwise miss.
+
Does this replace our internal preparation process?
No. This agent accelerates and enhances your preparation by doing the heavy lifting of research and synthesis. Your team still owns the final messaging, tone, and strategic direction. Think of it as a research assistant that surfaces insights your team might otherwise miss.
+
Does this replace our internal preparation process?
No. This agent accelerates and enhances your preparation by doing the heavy lifting of research and synthesis. Your team still owns the final messaging, tone, and strategic direction. Think of it as a research assistant that surfaces insights your team might otherwise miss.
+
Can we share the prep sheet with the executive team?
Absolutely. The Q&A prep sheet is designed to be shared with your full executive team, board members, and anyone else who will participate in or prepare for the earnings call. It's a collaborative tool that ensures everyone is aligned.
+
Can we share the prep sheet with the executive team?
Absolutely. The Q&A prep sheet is designed to be shared with your full executive team, board members, and anyone else who will participate in or prepare for the earnings call. It's a collaborative tool that ensures everyone is aligned.
+
Can we share the prep sheet with the executive team?
Absolutely. The Q&A prep sheet is designed to be shared with your full executive team, board members, and anyone else who will participate in or prepare for the earnings call. It's a collaborative tool that ensures everyone is aligned.
+
Next steps
Next steps
Dreading the tough questions on your next earnings call?
Send us your recent analyst reports and competitor transcripts. We'll show you how to anticipate questions and prepare smarter.
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:
