98% faster break detection
AI agent for Derivatives Operations
From hours of reconciliation to seconds
Delegate trade break identification to a specialized AI agent. It compares counterparty confirmations against your internal booking system, flags discrepancies in trade economics, and provides a structured exception report, allowing your middle office team to focus on resolution rather than detection.

Ideal for
Middle Office
Operations Teams
Trade Support

See AI agent for Derivatives Operations in action
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See AI agent for Derivatives Operations in action
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See AI agent for Derivatives Operations in action
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Daily Trade Reconciliation
See AI agent for Derivatives Operations in action
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Time comparison
Time comparison
Traditional way
3-5 hours per day
With V7 Go agents
5-10 minutes
Average time saved
98%
Why V7 Go
Why V7 Go
Automated Trade Matching
Compares counterparty confirmations against internal trade records across all critical fields including notional, strike, maturity, settlement instructions, and payment terms with field-level precision.
Automated Trade Matching
Compares counterparty confirmations against internal trade records across all critical fields including notional, strike, maturity, settlement instructions, and payment terms with field-level precision.
Automated Trade Matching
Compares counterparty confirmations against internal trade records across all critical fields including notional, strike, maturity, settlement instructions, and payment terms with field-level precision.
Automated Trade Matching
Compares counterparty confirmations against internal trade records across all critical fields including notional, strike, maturity, settlement instructions, and payment terms with field-level precision.
Multi-Format Confirmation Processing
Handles confirmations in any format, from standardized ISDA templates to proprietary counterparty formats, extracting trade economics regardless of document structure or layout variations.
Multi-Format Confirmation Processing
Handles confirmations in any format, from standardized ISDA templates to proprietary counterparty formats, extracting trade economics regardless of document structure or layout variations.
Multi-Format Confirmation Processing
Handles confirmations in any format, from standardized ISDA templates to proprietary counterparty formats, extracting trade economics regardless of document structure or layout variations.
Multi-Format Confirmation Processing
Handles confirmations in any format, from standardized ISDA templates to proprietary counterparty formats, extracting trade economics regardless of document structure or layout variations.
Intelligent Break Classification
Categorizes breaks by severity and type, distinguishing between critical economic mismatches that require immediate escalation and minor administrative differences that can be batched for resolution.
Intelligent Break Classification
Categorizes breaks by severity and type, distinguishing between critical economic mismatches that require immediate escalation and minor administrative differences that can be batched for resolution.
Intelligent Break Classification
Categorizes breaks by severity and type, distinguishing between critical economic mismatches that require immediate escalation and minor administrative differences that can be batched for resolution.
Intelligent Break Classification
Categorizes breaks by severity and type, distinguishing between critical economic mismatches that require immediate escalation and minor administrative differences that can be batched for resolution.
Cross-System Data Validation
Validates trade details across multiple internal systems, checking booking platforms, risk systems, and settlement instructions to ensure consistency before flagging external breaks.
Cross-System Data Validation
Validates trade details across multiple internal systems, checking booking platforms, risk systems, and settlement instructions to ensure consistency before flagging external breaks.
Cross-System Data Validation
Validates trade details across multiple internal systems, checking booking platforms, risk systems, and settlement instructions to ensure consistency before flagging external breaks.
Cross-System Data Validation
Validates trade details across multiple internal systems, checking booking platforms, risk systems, and settlement instructions to ensure consistency before flagging external breaks.
Bulk Reconciliation at Scale
Processes hundreds of confirmations simultaneously, completing daily reconciliation runs in minutes rather than the hours required for manual review, even during high-volume trading periods.
Bulk Reconciliation at Scale
Processes hundreds of confirmations simultaneously, completing daily reconciliation runs in minutes rather than the hours required for manual review, even during high-volume trading periods.
Bulk Reconciliation at Scale
Processes hundreds of confirmations simultaneously, completing daily reconciliation runs in minutes rather than the hours required for manual review, even during high-volume trading periods.
Bulk Reconciliation at Scale
Processes hundreds of confirmations simultaneously, completing daily reconciliation runs in minutes rather than the hours required for manual review, even during high-volume trading periods.
Auditable Exception Trail
Creates a complete audit trail for every identified break, linking each discrepancy to the specific fields in both the confirmation and booking system with visual citations for regulatory compliance.
Auditable Exception Trail
Creates a complete audit trail for every identified break, linking each discrepancy to the specific fields in both the confirmation and booking system with visual citations for regulatory compliance.
Auditable Exception Trail
Creates a complete audit trail for every identified break, linking each discrepancy to the specific fields in both the confirmation and booking system with visual citations for regulatory compliance.
Auditable Exception Trail
Creates a complete audit trail for every identified break, linking each discrepancy to the specific fields in both the confirmation and booking system with visual citations for regulatory compliance.
Reconciles any confirmation format
Against your internal booking system with precision.
Get started
Get started



Import your files
Microsoft Excel
,
Google Sheets
,
Salesforce
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 trade repository.
Connect AI to your trade repository.
Turn break detection from hours of manual work into automated precision.
Turn break detection from hours of manual work into automated precision.
Finance
•
Legal
•
Insurance
•
Tax
•
Real Estate
Finance
•
Legal
•
Insurance
•
Tax
•
Real Estate
Finance
•
Legal
•
Insurance
•
Tax
•
Real Estate
Customer Voices
Industrial equipment sales
We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work.
Read the full story
Industrial equipment sales
We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work.
Read the full story
Insurance
We have six assessors. Before V7 Go, each would process around 15 claims a day, about 90 in total. With V7 Go, we’re expecting that to rise to around 20 claims per assessor, which adds up to an extra 30 claims a day. That’s the equivalent of two additional full-time assessors. Beyond the cost savings, there’s real reputational gains from fewer errors and faster turnaround times.
Read the full story
Insurance
We have six assessors. Before V7 Go, each would process around 15 claims a day, about 90 in total. With V7 Go, we’re expecting that to rise to around 20 claims per assessor, which adds up to an extra 30 claims a day. That’s the equivalent of two additional full-time assessors. Beyond the cost savings, there’s real reputational gains from fewer errors and faster turnaround times.
Read the full story
Real Estate
Prior to V7, people using the software were manually inputting data. Now it’s so much faster because it just reads it for them. On average, it saves our customers 45 minutes to an hour of work, and it’s more accurate.
Read the full story
Real Estate
Prior to V7, people using the software were manually inputting data. Now it’s so much faster because it just reads it for them. On average, it saves our customers 45 minutes to an hour of work, and it’s more accurate.
Read the full story
Industrial equipment sales
We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work.
Read the full story
Insurance
We have six assessors. Before V7 Go, each would process around 15 claims a day, about 90 in total. With V7 Go, we’re expecting that to rise to around 20 claims per assessor, which adds up to an extra 30 claims a day. That’s the equivalent of two additional full-time assessors. Beyond the cost savings, there’s real reputational gains from fewer errors and faster turnaround times.
Read the full story
Real Estate
Prior to V7, people using the software were manually inputting data. Now it’s so much faster because it just reads it for them. On average, it saves our customers 45 minutes to an hour of work, and it’s more accurate.
Read the full story
Finance
“Whenever I think about hiring, I first try to do it in V7 Go.” Discover how HITICCO uses V7 Go agents to accelerate and enrich their prospect research.
Read the full story
Finance
The experience with V7 has been fantastic. Very customized level of support. You feel like they really care about your outcome and objectives.
Read the full story
Features
Features
Results you can actually trust.
Reliable AI document processing toolkit.
Results you can trust.
Trustworthy AI document processing toolkit.
Supporting complex documents.
Up to 200 pages.
Trade confirmations arrive in countless formats, from standardized ISDA templates to proprietary counterparty layouts. This agent handles them all, extracting trade economics from PDFs, emails, scanned documents, and structured data feeds regardless of format complexity.
Input types
50+ languages
Email Attachments
200 pages
Multi-modal
Document types
PDFs
SWIFT Messages
Complex Tables
Email Text
CSV Exports
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Supporting complex documents.
Up to 200 pages.
Trade confirmations arrive in countless formats, from standardized ISDA templates to proprietary counterparty layouts. This agent handles them all, extracting trade economics from PDFs, emails, scanned documents, and structured data feeds regardless of format complexity.
Input types
50+ languages
Email Attachments
200 pages
Multi-modal
Document types
PDFs
SWIFT Messages
Complex Tables
Email Text
CSV Exports
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Supporting complex documents.
Up to 200 pages.
Trade confirmations arrive in countless formats, from standardized ISDA templates to proprietary counterparty layouts. This agent handles them all, extracting trade economics from PDFs, emails, scanned documents, and structured data feeds regardless of format complexity.
Input types
50+ languages
Email Attachments
200 pages
Multi-modal
Document types
PDFs
SWIFT Messages
Complex Tables
Email Text
CSV Exports
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Reach 99% accuracy rate
through GenAI reasoning.
In derivatives operations, a single mismatched decimal can trigger settlement fails and margin disputes. The agent uses multi-step validation and financial logic to ensure field-level accuracy, catching discrepancies that matter while ignoring formatting differences.
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.
In derivatives operations, a single mismatched decimal can trigger settlement fails and margin disputes. The agent uses multi-step validation and financial logic to ensure field-level accuracy, catching discrepancies that matter while ignoring formatting differences.
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.
In derivatives operations, a single mismatched decimal can trigger settlement fails and margin disputes. The agent uses multi-step validation and financial logic to ensure field-level accuracy, catching discrepancies that matter while ignoring formatting differences.
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 identified break is visually linked to the exact fields in both the confirmation and your booking system. This creates a complete audit trail for regulatory compliance and allows your team to verify discrepancies instantly before escalation.

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 identified break is visually linked to the exact fields in both the confirmation and your booking system. This creates a complete audit trail for regulatory compliance and allows your team to verify discrepancies instantly before escalation.

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 identified break is visually linked to the exact fields in both the confirmation and your booking system. This creates a complete audit trail for regulatory compliance and allows your team to verify discrepancies instantly before escalation.

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.
Trade confirmations contain highly sensitive market data and counterparty information. V7 Go processes these documents within your secure infrastructure, ensuring confidentiality and compliance with financial services data protection standards.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise grade security
for high-stake industries.
Trade confirmations contain highly sensitive market data and counterparty information. V7 Go processes these documents within your secure infrastructure, ensuring confidentiality and compliance with financial services data protection standards.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise grade security
for high-stake industries.
Trade confirmations contain highly sensitive market data and counterparty information. V7 Go processes these documents within your secure infrastructure, ensuring confidentiality and compliance with financial services data protection standards.
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 Derivatives Operations
How does it handle non-standard confirmation formats?
The agent uses advanced document understanding to extract trade economics from any confirmation format, whether it follows ISDA standards or uses a counterparty's proprietary template. It identifies key fields based on context and financial logic, not rigid templates.
+
How does it handle non-standard confirmation formats?
The agent uses advanced document understanding to extract trade economics from any confirmation format, whether it follows ISDA standards or uses a counterparty's proprietary template. It identifies key fields based on context and financial logic, not rigid templates.
+
How does it handle non-standard confirmation formats?
The agent uses advanced document understanding to extract trade economics from any confirmation format, whether it follows ISDA standards or uses a counterparty's proprietary template. It identifies key fields based on context and financial logic, not rigid templates.
+
What types of derivatives can it reconcile?
The agent handles all major derivative classes including interest rate swaps, credit default swaps, equity derivatives, FX forwards and options, commodity swaps, and exotic structures. It adapts to the specific economics of each product type.
+
What types of derivatives can it reconcile?
The agent handles all major derivative classes including interest rate swaps, credit default swaps, equity derivatives, FX forwards and options, commodity swaps, and exotic structures. It adapts to the specific economics of each product type.
+
What types of derivatives can it reconcile?
The agent handles all major derivative classes including interest rate swaps, credit default swaps, equity derivatives, FX forwards and options, commodity swaps, and exotic structures. It adapts to the specific economics of each product type.
+
How does it integrate with our booking system?
The agent connects to your trade repository or booking platform via API or scheduled data exports. It can work with major platforms like Murex, Calypso, Summit, or custom internal systems, extracting the reference data needed for comparison.
+
How does it integrate with our booking system?
The agent connects to your trade repository or booking platform via API or scheduled data exports. It can work with major platforms like Murex, Calypso, Summit, or custom internal systems, extracting the reference data needed for comparison.
+
How does it integrate with our booking system?
The agent connects to your trade repository or booking platform via API or scheduled data exports. It can work with major platforms like Murex, Calypso, Summit, or custom internal systems, extracting the reference data needed for comparison.
+
Can it distinguish between material and immaterial breaks?
Yes. You configure tolerance thresholds and materiality rules based on your firm's policies. The agent applies these rules to classify breaks by severity, allowing your team to prioritize resolution of high-impact discrepancies.
+
Can it distinguish between material and immaterial breaks?
Yes. You configure tolerance thresholds and materiality rules based on your firm's policies. The agent applies these rules to classify breaks by severity, allowing your team to prioritize resolution of high-impact discrepancies.
+
Can it distinguish between material and immaterial breaks?
Yes. You configure tolerance thresholds and materiality rules based on your firm's policies. The agent applies these rules to classify breaks by severity, allowing your team to prioritize resolution of high-impact discrepancies.
+
How accurate is the field-level matching?
The agent achieves high accuracy through multi-step validation workflows and financial logic checks. Every identified break is visually linked to both source documents, allowing your team to verify the discrepancy instantly before escalation.
+
How accurate is the field-level matching?
The agent achieves high accuracy through multi-step validation workflows and financial logic checks. Every identified break is visually linked to both source documents, allowing your team to verify the discrepancy instantly before escalation.
+
How accurate is the field-level matching?
The agent achieves high accuracy through multi-step validation workflows and financial logic checks. Every identified break is visually linked to both source documents, allowing your team to verify the discrepancy instantly before escalation.
+
What is the output format?
The agent delivers a structured exception report in your preferred format, typically Excel or CSV, with each break categorized by type, severity, and affected fields. This can feed directly into your break management workflow or ticketing system.
+
What is the output format?
The agent delivers a structured exception report in your preferred format, typically Excel or CSV, with each break categorized by type, severity, and affected fields. This can feed directly into your break management workflow or ticketing system.
+
What is the output format?
The agent delivers a structured exception report in your preferred format, typically Excel or CSV, with each break categorized by type, severity, and affected fields. This can feed directly into your break management workflow or ticketing system.
+
Next steps
Next steps
Still reconciling confirmations manually each morning?
Send us a sample batch of your confirmations and booking data. We'll show you how the agent identifies breaks in minutes, not 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:
