Analyze 100+ filings per day

AI agent for Short Sellers

Find what the market missed in the footnotes

Delegate forensic accounting analysis to a specialized AI agent. It reads 10-K filings, identifies accounting irregularities, flags aggressive revenue recognition practices, and surfaces disclosure inconsistencies that signal overvaluation, giving you an edge in identifying short opportunities.

Ideal for

Short Sellers

Forensic Analysts

Event-Driven Funds

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    Foobar logo
    ABL logo
    Mercedes-Benz logo
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    Brotherhood Mutual logo
    Mercedes-Benz logo
    Paige logo
    Roche logo
    Mercedes-Benz logo
    Sony logo
    Munch Energie Logo
    Certainty Sofrware logo
    Raft logo
    Bayer Logo
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    SMC  logo
    Mercedes-Benz logo
    Centerline logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Alaris logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Foobar logo
    ABL logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Brotherhood Mutual logo
    Mercedes-Benz logo
    Paige logo
    Roche logo
    Mercedes-Benz logo
    Sony logo
    Munch Energie Logo
    Certainty Sofrware logo
    Raft logo
    Bayer Logo
    Mercedes-Benz logo
    Mercedes-Benz logo

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  • Mercedes-Benz logo
    SMC  logo
    Mercedes-Benz logo
    Centerline logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Alaris logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Foobar logo
    ABL logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Brotherhood Mutual logo
    Mercedes-Benz logo
    Paige logo
    Roche logo
    Mercedes-Benz logo
    Sony logo
    Munch Energie Logo
    Certainty Sofrware logo
    Raft logo
    Bayer Logo
    Mercedes-Benz logo
    Mercedes-Benz logo

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Forensic Analysis - TechCorp 10-K

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    SMC  logo
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    Mercedes-Benz logo
    Alaris logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Foobar logo
    ABL logo
    Mercedes-Benz logo
    Mercedes-Benz logo
    Brotherhood Mutual logo
    Mercedes-Benz logo
    Paige logo
    Roche logo
    Mercedes-Benz logo
    Sony logo
    Munch Energie Logo
    Certainty Sofrware logo
    Raft logo
    Bayer Logo
    Mercedes-Benz logo
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Time comparison

Time comparison

Traditional way

4-8 hours per filing

With V7 Go agents

10-15 minutes

Average time saved

95%

Why V7 Go

Why V7 Go

Revenue Recognition Analysis

Identifies aggressive revenue recognition practices, including premature booking, channel stuffing indicators, and unusual changes in revenue recognition policies that may inflate reported earnings.

Revenue Recognition Analysis

Identifies aggressive revenue recognition practices, including premature booking, channel stuffing indicators, and unusual changes in revenue recognition policies that may inflate reported earnings.

Revenue Recognition Analysis

Identifies aggressive revenue recognition practices, including premature booking, channel stuffing indicators, and unusual changes in revenue recognition policies that may inflate reported earnings.

Revenue Recognition Analysis

Identifies aggressive revenue recognition practices, including premature booking, channel stuffing indicators, and unusual changes in revenue recognition policies that may inflate reported earnings.

Footnote Forensics

Analyzes footnote disclosures to surface buried risks, including off-balance-sheet liabilities, related party transactions, and contingent obligations that the market may have overlooked.

Footnote Forensics

Analyzes footnote disclosures to surface buried risks, including off-balance-sheet liabilities, related party transactions, and contingent obligations that the market may have overlooked.

Footnote Forensics

Analyzes footnote disclosures to surface buried risks, including off-balance-sheet liabilities, related party transactions, and contingent obligations that the market may have overlooked.

Footnote Forensics

Analyzes footnote disclosures to surface buried risks, including off-balance-sheet liabilities, related party transactions, and contingent obligations that the market may have overlooked.

Working Capital Red Flags

Tracks changes in working capital accounts, including unusual increases in receivables, inventory buildup, and declining payables that may signal deteriorating business fundamentals.

Working Capital Red Flags

Tracks changes in working capital accounts, including unusual increases in receivables, inventory buildup, and declining payables that may signal deteriorating business fundamentals.

Working Capital Red Flags

Tracks changes in working capital accounts, including unusual increases in receivables, inventory buildup, and declining payables that may signal deteriorating business fundamentals.

Working Capital Red Flags

Tracks changes in working capital accounts, including unusual increases in receivables, inventory buildup, and declining payables that may signal deteriorating business fundamentals.

Accounting Policy Changes

Detects changes in accounting policies, estimates, and assumptions that may be used to manage earnings, including shifts in depreciation methods, warranty reserves, and pension assumptions.

Accounting Policy Changes

Detects changes in accounting policies, estimates, and assumptions that may be used to manage earnings, including shifts in depreciation methods, warranty reserves, and pension assumptions.

Accounting Policy Changes

Detects changes in accounting policies, estimates, and assumptions that may be used to manage earnings, including shifts in depreciation methods, warranty reserves, and pension assumptions.

Accounting Policy Changes

Detects changes in accounting policies, estimates, and assumptions that may be used to manage earnings, including shifts in depreciation methods, warranty reserves, and pension assumptions.

Cash Flow Quality Assessment

Compares reported earnings to operating cash flow, identifying companies with persistent divergence that may indicate earnings quality issues or unsustainable business models.

Cash Flow Quality Assessment

Compares reported earnings to operating cash flow, identifying companies with persistent divergence that may indicate earnings quality issues or unsustainable business models.

Cash Flow Quality Assessment

Compares reported earnings to operating cash flow, identifying companies with persistent divergence that may indicate earnings quality issues or unsustainable business models.

Cash Flow Quality Assessment

Compares reported earnings to operating cash flow, identifying companies with persistent divergence that may indicate earnings quality issues or unsustainable business models.

Historical Pattern Recognition

Analyzes multi-year filing history to identify patterns of accounting behavior, including serial restatements, frequent auditor changes, and recurring disclosure inconsistencies.

Historical Pattern Recognition

Analyzes multi-year filing history to identify patterns of accounting behavior, including serial restatements, frequent auditor changes, and recurring disclosure inconsistencies.

Historical Pattern Recognition

Analyzes multi-year filing history to identify patterns of accounting behavior, including serial restatements, frequent auditor changes, and recurring disclosure inconsistencies.

Historical Pattern Recognition

Analyzes multi-year filing history to identify patterns of accounting behavior, including serial restatements, frequent auditor changes, and recurring disclosure inconsistencies.

Analyzes regulatory filings for hidden risks

To surface accounting irregularities the market missed.

Get started

Get started

Logo
Logo
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Import your files

Snowflake

,

Tableau

,

Google Sheets

Import your files from whereever they are currently stored

Customer voices

Customer voices

Connect AI to forensic accounting expertise.

Connect AI to forensic accounting expertise.

Find short opportunities the market overlooked.

Find short opportunities the market overlooked.

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.

SEC filings come in varying formats and complexity. This agent handles everything from standard 10-K filings to complex footnote tables, embedded exhibits, and multi-year comparative statements, regardless of document structure or length.

Input types

Complex Tables

Footnote Analysis

200 pages

Multi-year Data

Document types

PDFs

EDGAR Filings

Financial Tables

Exhibits

Spreadsheets

Vendor_US.xlsx

3

Supply_2023.pptx

Review_Legal.pdf

Supporting complex documents.

Up to 200 pages.

SEC filings come in varying formats and complexity. This agent handles everything from standard 10-K filings to complex footnote tables, embedded exhibits, and multi-year comparative statements, regardless of document structure or length.

Input types

Complex Tables

Footnote Analysis

200 pages

Multi-year Data

Document types

PDFs

EDGAR Filings

Financial Tables

Exhibits

Spreadsheets

Vendor_US.xlsx

3

Supply_2023.pptx

Review_Legal.pdf

Supporting complex documents.

Up to 200 pages.

SEC filings come in varying formats and complexity. This agent handles everything from standard 10-K filings to complex footnote tables, embedded exhibits, and multi-year comparative statements, regardless of document structure or length.

Input types

Complex Tables

Footnote Analysis

200 pages

Multi-year Data

Document types

PDFs

EDGAR Filings

Financial Tables

Exhibits

Spreadsheets

Vendor_US.xlsx

3

Supply_2023.pptx

Review_Legal.pdf

Reach 99% accuracy rate

through GenAI reasoning.

Forensic analysis requires precision. The agent uses sophisticated reasoning to accurately extract financial data from complex tables, interpret accounting policy disclosures, and identify subtle inconsistencies that signal potential accounting irregularities.

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.

Forensic analysis requires precision. The agent uses sophisticated reasoning to accurately extract financial data from complex tables, interpret accounting policy disclosures, and identify subtle inconsistencies that signal potential accounting irregularities.

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.

Forensic analysis requires precision. The agent uses sophisticated reasoning to accurately extract financial data from complex tables, interpret accounting policy disclosures, and identify subtle inconsistencies that signal potential accounting irregularities.

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.

Build conviction in your short thesis with verifiable evidence. Every red flag identified by the agent is visually linked to its exact location in the source filing, providing a clear audit trail for your investment committee and compliance team.

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.

Build conviction in your short thesis with verifiable evidence. Every red flag identified by the agent is visually linked to its exact location in the source filing, providing a clear audit trail for your investment committee and compliance team.

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.

Build conviction in your short thesis with verifiable evidence. Every red flag identified by the agent is visually linked to its exact location in the source filing, providing a clear audit trail for your investment committee and compliance team.

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.

Your research and investment ideas are highly confidential. V7 Go processes all filings within your secure environment, ensuring your proprietary analysis and short positions remain protected. 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.

Your research and investment ideas are highly confidential. V7 Go processes all filings within your secure environment, ensuring your proprietary analysis and short positions remain protected. 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.

Your research and investment ideas are highly confidential. V7 Go processes all filings within your secure environment, ensuring your proprietary analysis and short positions remain protected. 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 agent for Short Sellers

How does the agent identify accounting irregularities?

The agent uses multi-step analysis workflows that combine pattern recognition, ratio analysis, and disclosure comparison. It flags deviations from industry norms, identifies unusual accounting policy changes, and surfaces footnote disclosures that contradict management narratives in the MD&A section.

+

How does the agent identify accounting irregularities?

The agent uses multi-step analysis workflows that combine pattern recognition, ratio analysis, and disclosure comparison. It flags deviations from industry norms, identifies unusual accounting policy changes, and surfaces footnote disclosures that contradict management narratives in the MD&A section.

+

How does the agent identify accounting irregularities?

The agent uses multi-step analysis workflows that combine pattern recognition, ratio analysis, and disclosure comparison. It flags deviations from industry norms, identifies unusual accounting policy changes, and surfaces footnote disclosures that contradict management narratives in the MD&A section.

+

Can it analyze filings from any industry?

Yes. The agent is designed to work across industries, adapting its analysis to sector-specific accounting practices. It understands industry-specific revenue recognition standards, from software subscription models to construction percentage-of-completion accounting.

+

Can it analyze filings from any industry?

Yes. The agent is designed to work across industries, adapting its analysis to sector-specific accounting practices. It understands industry-specific revenue recognition standards, from software subscription models to construction percentage-of-completion accounting.

+

Can it analyze filings from any industry?

Yes. The agent is designed to work across industries, adapting its analysis to sector-specific accounting practices. It understands industry-specific revenue recognition standards, from software subscription models to construction percentage-of-completion accounting.

+

How does it handle complex financial instruments?

The agent analyzes derivative disclosures, convertible debt structures, and off-balance-sheet arrangements by parsing footnote tables and cross-referencing them with balance sheet and income statement impacts. It flags unusual hedging activities and complex structured transactions.

+

How does it handle complex financial instruments?

The agent analyzes derivative disclosures, convertible debt structures, and off-balance-sheet arrangements by parsing footnote tables and cross-referencing them with balance sheet and income statement impacts. It flags unusual hedging activities and complex structured transactions.

+

How does it handle complex financial instruments?

The agent analyzes derivative disclosures, convertible debt structures, and off-balance-sheet arrangements by parsing footnote tables and cross-referencing them with balance sheet and income statement impacts. It flags unusual hedging activities and complex structured transactions.

+

Does it provide investment recommendations?

No. The agent provides forensic analysis and identifies potential accounting red flags. Investment decisions remain with your team. The agent surfaces information that may warrant deeper investigation, not buy or sell recommendations.

+

Does it provide investment recommendations?

No. The agent provides forensic analysis and identifies potential accounting red flags. Investment decisions remain with your team. The agent surfaces information that may warrant deeper investigation, not buy or sell recommendations.

+

Does it provide investment recommendations?

No. The agent provides forensic analysis and identifies potential accounting red flags. Investment decisions remain with your team. The agent surfaces information that may warrant deeper investigation, not buy or sell recommendations.

+

How quickly can it analyze a 10-K filing?

The agent can complete a comprehensive forensic analysis of a typical 10-K filing in 10-15 minutes, compared to the 4-8 hours required for manual review. This allows analysts to screen significantly more companies for potential short opportunities.

+

How quickly can it analyze a 10-K filing?

The agent can complete a comprehensive forensic analysis of a typical 10-K filing in 10-15 minutes, compared to the 4-8 hours required for manual review. This allows analysts to screen significantly more companies for potential short opportunities.

+

How quickly can it analyze a 10-K filing?

The agent can complete a comprehensive forensic analysis of a typical 10-K filing in 10-15 minutes, compared to the 4-8 hours required for manual review. This allows analysts to screen significantly more companies for potential short opportunities.

+

Can it track changes across multiple filing periods?

Yes. The agent can analyze multi-year filing history to identify trends, track accounting policy changes over time, and flag companies with patterns of aggressive accounting that may indicate systematic earnings management.

+

Can it track changes across multiple filing periods?

Yes. The agent can analyze multi-year filing history to identify trends, track accounting policy changes over time, and flag companies with patterns of aggressive accounting that may indicate systematic earnings management.

+

Can it track changes across multiple filing periods?

Yes. The agent can analyze multi-year filing history to identify trends, track accounting policy changes over time, and flag companies with patterns of aggressive accounting that may indicate systematic earnings management.

+

Next steps

Next steps

Tired of missing short opportunities buried in footnotes?

Send us a few 10-K filings from companies on your watchlist. We'll show you what accounting red flags our agent surfaces in 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: