90% faster analysis
AI agent for Sales & Trading COOs
From scattered data to clear profitability insights
Delegate the complex task of desk performance analysis to a specialized AI agent. It processes trade blotters, commission reports, and P&L statements to extract trader-level metrics, identify profitability drivers, and flag operational inefficiencies, giving you the insights needed to optimize compensation and resource allocation.

Ideal for
Sales & Trading COOs
Desk Heads
Finance Operations

See AI agent for Sales & Trading COOs in action
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See AI agent for Sales & Trading COOs in action
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See AI agent for Sales & Trading COOs in action
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Q3 Desk Performance Review
See AI agent for Sales & Trading COOs in action
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Time comparison
Time comparison
Traditional way
3-5 days
With V7 Go agents
2-3 hours
Average time saved
90%
Why V7 Go
Why V7 Go
Trader Performance Metrics
Automatically calculates revenue per trader, win rates, average trade size, and product mix to identify top performers and underutilized talent across your desk.
Trader Performance Metrics
Automatically calculates revenue per trader, win rates, average trade size, and product mix to identify top performers and underutilized talent across your desk.
Trader Performance Metrics
Automatically calculates revenue per trader, win rates, average trade size, and product mix to identify top performers and underutilized talent across your desk.
Trader Performance Metrics
Automatically calculates revenue per trader, win rates, average trade size, and product mix to identify top performers and underutilized talent across your desk.
Commission Split Analysis
Extracts and normalizes commission structures across traders and products, identifying inconsistencies and opportunities to optimize compensation models for better alignment with desk profitability.
Commission Split Analysis
Extracts and normalizes commission structures across traders and products, identifying inconsistencies and opportunities to optimize compensation models for better alignment with desk profitability.
Commission Split Analysis
Extracts and normalizes commission structures across traders and products, identifying inconsistencies and opportunities to optimize compensation models for better alignment with desk profitability.
Commission Split Analysis
Extracts and normalizes commission structures across traders and products, identifying inconsistencies and opportunities to optimize compensation models for better alignment with desk profitability.
Product Profitability Breakdown
Analyzes P&L by product line, client segment, and trader to surface which trading strategies and relationships drive the highest margins and where to allocate resources.
Product Profitability Breakdown
Analyzes P&L by product line, client segment, and trader to surface which trading strategies and relationships drive the highest margins and where to allocate resources.
Product Profitability Breakdown
Analyzes P&L by product line, client segment, and trader to surface which trading strategies and relationships drive the highest margins and where to allocate resources.
Product Profitability Breakdown
Analyzes P&L by product line, client segment, and trader to surface which trading strategies and relationships drive the highest margins and where to allocate resources.
Client Relationship Intelligence
Maps trading activity to client accounts, revealing which relationships generate the most revenue, which clients are underserved, and where cross-sell opportunities exist.
Client Relationship Intelligence
Maps trading activity to client accounts, revealing which relationships generate the most revenue, which clients are underserved, and where cross-sell opportunities exist.
Client Relationship Intelligence
Maps trading activity to client accounts, revealing which relationships generate the most revenue, which clients are underserved, and where cross-sell opportunities exist.
Client Relationship Intelligence
Maps trading activity to client accounts, revealing which relationships generate the most revenue, which clients are underserved, and where cross-sell opportunities exist.
Operational Efficiency Flags
Identifies patterns in trade errors, settlement delays, and operational bottlenecks that impact desk profitability, enabling targeted process improvements.
Operational Efficiency Flags
Identifies patterns in trade errors, settlement delays, and operational bottlenecks that impact desk profitability, enabling targeted process improvements.
Operational Efficiency Flags
Identifies patterns in trade errors, settlement delays, and operational bottlenecks that impact desk profitability, enabling targeted process improvements.
Operational Efficiency Flags
Identifies patterns in trade errors, settlement delays, and operational bottlenecks that impact desk profitability, enabling targeted process improvements.
Trend Analysis Over Time
Tracks performance metrics across quarters to identify seasonal patterns, emerging risks, and long-term trends in trader productivity and desk profitability.
Trend Analysis Over Time
Tracks performance metrics across quarters to identify seasonal patterns, emerging risks, and long-term trends in trader productivity and desk profitability.
Trend Analysis Over Time
Tracks performance metrics across quarters to identify seasonal patterns, emerging risks, and long-term trends in trader productivity and desk profitability.
Trend Analysis Over Time
Tracks performance metrics across quarters to identify seasonal patterns, emerging risks, and long-term trends in trader productivity and desk profitability.
Processes all trading desk data
To deliver actionable performance insights.
Get started
Get started



Import your files
Snowflake
,
Tableau
,
Microsoft Excel
Import your files from whereever they are currently stored
All types of Finance documents supported
Once imported our system extracts and organises the essentials
Customer voices
Customer voices
Connect AI to your trading operations.
Connect AI to your trading operations.
Turn transaction data into strategic desk management insights.
Turn transaction data into strategic desk management insights.
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.
Trading data comes in countless formats. This agent handles everything from standardized FIX protocol outputs to proprietary blotter formats, commission reports with complex tiered structures, and P&L statements with varying levels of detail.
Input types
Multi-currency
Complex Tables
200 pages
Multi-modal
Document types
PDFs
CSV Exports
Tables
Blotter Formats
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Supporting complex documents.
Up to 200 pages.
Trading data comes in countless formats. This agent handles everything from standardized FIX protocol outputs to proprietary blotter formats, commission reports with complex tiered structures, and P&L statements with varying levels of detail.
Input types
Multi-currency
Complex Tables
200 pages
Multi-modal
Document types
PDFs
CSV Exports
Tables
Blotter Formats
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Supporting complex documents.
Up to 200 pages.
Trading data comes in countless formats. This agent handles everything from standardized FIX protocol outputs to proprietary blotter formats, commission reports with complex tiered structures, and P&L statements with varying levels of detail.
Input types
Multi-currency
Complex Tables
200 pages
Multi-modal
Document types
PDFs
CSV Exports
Tables
Blotter Formats
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Reach 99% accuracy rate
through GenAI reasoning.
Financial precision is non-negotiable. The agent uses multi-step validation to ensure commission calculations, revenue attribution, and performance metrics are extracted with exceptional accuracy, ready for compensation decisions and regulatory reporting.
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.
Financial precision is non-negotiable. The agent uses multi-step validation to ensure commission calculations, revenue attribution, and performance metrics are extracted with exceptional accuracy, ready for compensation decisions and regulatory reporting.
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.
Financial precision is non-negotiable. The agent uses multi-step validation to ensure commission calculations, revenue attribution, and performance metrics are extracted with exceptional accuracy, ready for compensation decisions and regulatory reporting.
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 performance metric and commission figure is visually linked to its source in the original trade blotter or commission report. This creates a complete audit trail, ensuring every number can be verified and defended.

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 performance metric and commission figure is visually linked to its source in the original trade blotter or commission report. This creates a complete audit trail, ensuring every number can be verified and defended.

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 performance metric and commission figure is visually linked to its source in the original trade blotter or commission report. This creates a complete audit trail, ensuring every number can be verified and defended.

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.
Trading data contains highly sensitive financial information. V7 Go processes all performance analysis within your secure infrastructure, ensuring trader compensation data and desk profitability metrics remain confidential and compliant with financial regulations.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise grade security
for high-stake industries.
Trading data contains highly sensitive financial information. V7 Go processes all performance analysis within your secure infrastructure, ensuring trader compensation data and desk profitability metrics remain confidential and compliant with financial regulations.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise grade security
for high-stake industries.
Trading data contains highly sensitive financial information. V7 Go processes all performance analysis within your secure infrastructure, ensuring trader compensation data and desk profitability metrics remain confidential and compliant with financial regulations.
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 Sales & Trading COOs
How does the agent handle different commission structures?
The agent is designed to process varied commission models, from simple percentage splits to complex tiered structures with hurdles and clawbacks. It normalizes these into comparable metrics, allowing you to benchmark performance across different compensation schemes.
+
How does the agent handle different commission structures?
The agent is designed to process varied commission models, from simple percentage splits to complex tiered structures with hurdles and clawbacks. It normalizes these into comparable metrics, allowing you to benchmark performance across different compensation schemes.
+
How does the agent handle different commission structures?
The agent is designed to process varied commission models, from simple percentage splits to complex tiered structures with hurdles and clawbacks. It normalizes these into comparable metrics, allowing you to benchmark performance across different compensation schemes.
+
Can it integrate with our existing trading systems?
Yes. The agent can connect to major trading platforms and order management systems via API, or process exported data files. It handles standard formats like FIX protocol outputs, CSV exports, and proprietary blotter formats.
+
Can it integrate with our existing trading systems?
Yes. The agent can connect to major trading platforms and order management systems via API, or process exported data files. It handles standard formats like FIX protocol outputs, CSV exports, and proprietary blotter formats.
+
Can it integrate with our existing trading systems?
Yes. The agent can connect to major trading platforms and order management systems via API, or process exported data files. It handles standard formats like FIX protocol outputs, CSV exports, and proprietary blotter formats.
+
What data sources does it require?
The agent needs access to trade blotters, commission reports, and P&L statements. Optionally, it can incorporate client relationship data, product master files, and historical performance records from your Knowledge Hub for deeper analysis.
+
What data sources does it require?
The agent needs access to trade blotters, commission reports, and P&L statements. Optionally, it can incorporate client relationship data, product master files, and historical performance records from your Knowledge Hub for deeper analysis.
+
What data sources does it require?
The agent needs access to trade blotters, commission reports, and P&L statements. Optionally, it can incorporate client relationship data, product master files, and historical performance records from your Knowledge Hub for deeper analysis.
+
How does it ensure data confidentiality?
V7 Go processes all trading data within your secure environment. The platform adheres to financial services security standards and never uses your proprietary trading information for external purposes or model training.
+
How does it ensure data confidentiality?
V7 Go processes all trading data within your secure environment. The platform adheres to financial services security standards and never uses your proprietary trading information for external purposes or model training.
+
How does it ensure data confidentiality?
V7 Go processes all trading data within your secure environment. The platform adheres to financial services security standards and never uses your proprietary trading information for external purposes or model training.
+
Can it identify specific operational issues?
Yes. The agent flags anomalies like unusually high error rates, settlement delays, or trades outside normal parameters. It can also identify traders with declining performance metrics or products with deteriorating margins.
+
Can it identify specific operational issues?
Yes. The agent flags anomalies like unusually high error rates, settlement delays, or trades outside normal parameters. It can also identify traders with declining performance metrics or products with deteriorating margins.
+
Can it identify specific operational issues?
Yes. The agent flags anomalies like unusually high error rates, settlement delays, or trades outside normal parameters. It can also identify traders with declining performance metrics or products with deteriorating margins.
+
What is the output format?
The agent delivers structured data in Excel or JSON format, with trader-level scorecards, product profitability matrices, and commission analysis tables. This output can populate your existing dashboards or feed directly into compensation planning tools.
+
What is the output format?
The agent delivers structured data in Excel or JSON format, with trader-level scorecards, product profitability matrices, and commission analysis tables. This output can populate your existing dashboards or feed directly into compensation planning tools.
+
What is the output format?
The agent delivers structured data in Excel or JSON format, with trader-level scorecards, product profitability matrices, and commission analysis tables. This output can populate your existing dashboards or feed directly into compensation planning tools.
+
Next steps
Next steps
Still manually reconciling trader performance data?
Send us a sample of your trade blotters and commission reports. We'll show you how to get instant profitability insights and performance metrics.
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:
