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

See AI agent for Short Sellers in action
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See AI agent for Short Sellers in action
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See AI agent for Short Sellers in action
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Forensic Analysis - TechCorp 10-K
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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



Import your files
Snowflake
,
Tableau
,
Google Sheets
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 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
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.
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:
