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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    SMC  logo
    Mercedes-Benz logo
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    Mercedes-Benz logo
    Alaris logo
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Q3 Earnings Analysis - ACME Corp

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    Paige logo
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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

Logo

Import your files

FactSet

,

Bloomberg Terminal

,

Microsoft Excel

Import your files from whereever they are currently stored

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

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: