>
Rewrite of MiFID Rulings Bears Down On Dark Pools As Europe's Anti-HFT Stance Strengthens
Rewrite of MiFID Rulings Bears Down On Dark Pools As Europe's Anti-HFT Stance Strengthens
Wednesday,15/01/2014|11:19GMTby
Andrew Saks McLeod
Europe's regulatory rule-makers have conducted an extensive rewrite of the MiFID rulings, under the designation of MiFID, with emphasis on trade reporting, and stepping up sentiment against algorithmic trading.
The ever-changing parameters by which a real, genuine free-market economy can be gauged are most certainly different in today's world of globally-accessible electronic trading compared to those not just a decade ago, but since the knee-jerk reaction to the global financial crisis which many worldwide governments took, and are continuing to exercise.
Michel Barnier Takes Strong Stance On Algo Trading
It is perhaps arguable that Europe, under its relatively recent unification, is taking a systematic approach to ensuring that certain trading activity is made unattractive within its widespread jurisdiction, as today's announcement by the European Parliament and its associated Council of Ministers, that the drafting of MiFID II has now been finalized, representing a comprehensive rewrite of the rulings by which trading in financial markets should be adhered.
Emulation of Dodd-Frank Act - With A Twist
An important facet of the MiFID regulatory remit is that its ideology somewhat echoes that of the United States' Dodd-Frank Act in order to go some way toward providing a standardized cross-border regulatory regime with common criteria in terms of how firms can operate, and how greater transparency within OTC markets can be achieved by way of trade reporting and ensuring that calculations with regard to pricing can be explained.
The finalized rulings, as issued by the European Commission, dictate that MiFID II introduces a market structure framework which closes loopholes and ensures that trading, wherever appropriate, takes place on regulated platforms. In addition to this, Trevor Clein, an experienced regulatory professional with highly detailed knowledge of the European regulatory scope, detailed the rulings on Spot FX on the Forex Magnates Meet The Experts panel today.
To this end, it subjects shares to a trading obligation, and further ensures that investment firms operating an internal matching system which executes client orders in shares, depository receipts, exchange-traded funds, certificates and other similar financial instruments on a multilateral basis have to be authorized as a Multilateral trading facility (MTF). It has also introduced a new multilateral trading venue, the Organized Trading Facility (OTF), for non-equity instruments to trade on organized multilateral trading platforms.
Undeterred, connectivity of venues to large dark pools such as the UBS MTF has continued to be implemented by infrastructure providers during the course of last year.
Financial markets' commissioner, Michel Barnier, today made a public statement that, "Strict transparency rules will ensure that dark trading of shares and other equity instruments which undermine efficient and fair price formation will no longer be allowed. Although I regret that the Commission's proposed ambitious transparency regime for non-equity instruments, such as bonds and derivatives, has not been fully achieved, MiFID II represents an important step in the right direction towards greater transparency in this area."
Whether the limitation of use of dark liquidity within institutional FX firms is likely to be on the cards as a result of the way having been paved by this particular statement from Commissioner Barnier is as yet unclear, however, there has been a constant barrage of disdain toward the practice within not only Europe's senior governmental figures, but heads of financial industry also, as exemplified by Bank of France Governor, Christian Noyer's opinion on certain components of HFT, including dark pools, the proliferation of which the Bank of France considered “a tragic error” just a few months ago, and the British authorities' recent consideration of imposing the Tobin Tax on HFT transactions.
According to the dossier on MiFID II, the rulings are designed to broaden the pre and post-trade transparency regime to include non-equity instruments, although pre-trade transparency waivers are available for large orders, request for quote and voice trading. Post-trade transparency is provided for all financial instruments with the possibility of deferred publication or volume masking as appropriate.
This bureaucratic and somewhat draconian approach toward institutional trading desks could either impede their progress in Europe, or perhaps send them searching for alternative jurisdictions in which to do business. Indeed, whilst the United States Commodity Futures Trading Commission is also viewing algorithmic trading through a magnifying glass, its proliferation of established proprietary trading firms and advanced technological infrastructure, along with the country's progressive attitude toward free market enterprise may serve to keep its algorithmic trading and HFT firms not only in business, but also on an even keel.
Australia's regulatory authority ASIC, took a different stance when contemplating the regulation of dark liquidity and HFT, by fully accepting it as part of the financial structure and affording companies free will to implement such practices. This was an interesting move, as although HFT and institutional trading desks are relatively scant within Australia itself, the jurisdiction is well regulated and is situated in close proximity to the Asia-Pacific region, and Singapore's numerous institutional trading venues.
Mr. Barnier concluded by stating publicly that, "The dramatic increase in the speed and volumes of order flows can pose systemic risks.
The new rules ensure safe and orderly markets and financial stability through the introduction of trading controls, an appropriate liquidity provision obligation for high-frequency traders pursuing market-making strategies and by regulating the provision of direct electronic market access."
The ever-changing parameters by which a real, genuine free-market economy can be gauged are most certainly different in today's world of globally-accessible electronic trading compared to those not just a decade ago, but since the knee-jerk reaction to the global financial crisis which many worldwide governments took, and are continuing to exercise.
Michel Barnier Takes Strong Stance On Algo Trading
It is perhaps arguable that Europe, under its relatively recent unification, is taking a systematic approach to ensuring that certain trading activity is made unattractive within its widespread jurisdiction, as today's announcement by the European Parliament and its associated Council of Ministers, that the drafting of MiFID II has now been finalized, representing a comprehensive rewrite of the rulings by which trading in financial markets should be adhered.
Emulation of Dodd-Frank Act - With A Twist
An important facet of the MiFID regulatory remit is that its ideology somewhat echoes that of the United States' Dodd-Frank Act in order to go some way toward providing a standardized cross-border regulatory regime with common criteria in terms of how firms can operate, and how greater transparency within OTC markets can be achieved by way of trade reporting and ensuring that calculations with regard to pricing can be explained.
The finalized rulings, as issued by the European Commission, dictate that MiFID II introduces a market structure framework which closes loopholes and ensures that trading, wherever appropriate, takes place on regulated platforms. In addition to this, Trevor Clein, an experienced regulatory professional with highly detailed knowledge of the European regulatory scope, detailed the rulings on Spot FX on the Forex Magnates Meet The Experts panel today.
To this end, it subjects shares to a trading obligation, and further ensures that investment firms operating an internal matching system which executes client orders in shares, depository receipts, exchange-traded funds, certificates and other similar financial instruments on a multilateral basis have to be authorized as a Multilateral trading facility (MTF). It has also introduced a new multilateral trading venue, the Organized Trading Facility (OTF), for non-equity instruments to trade on organized multilateral trading platforms.
Undeterred, connectivity of venues to large dark pools such as the UBS MTF has continued to be implemented by infrastructure providers during the course of last year.
Financial markets' commissioner, Michel Barnier, today made a public statement that, "Strict transparency rules will ensure that dark trading of shares and other equity instruments which undermine efficient and fair price formation will no longer be allowed. Although I regret that the Commission's proposed ambitious transparency regime for non-equity instruments, such as bonds and derivatives, has not been fully achieved, MiFID II represents an important step in the right direction towards greater transparency in this area."
Whether the limitation of use of dark liquidity within institutional FX firms is likely to be on the cards as a result of the way having been paved by this particular statement from Commissioner Barnier is as yet unclear, however, there has been a constant barrage of disdain toward the practice within not only Europe's senior governmental figures, but heads of financial industry also, as exemplified by Bank of France Governor, Christian Noyer's opinion on certain components of HFT, including dark pools, the proliferation of which the Bank of France considered “a tragic error” just a few months ago, and the British authorities' recent consideration of imposing the Tobin Tax on HFT transactions.
According to the dossier on MiFID II, the rulings are designed to broaden the pre and post-trade transparency regime to include non-equity instruments, although pre-trade transparency waivers are available for large orders, request for quote and voice trading. Post-trade transparency is provided for all financial instruments with the possibility of deferred publication or volume masking as appropriate.
This bureaucratic and somewhat draconian approach toward institutional trading desks could either impede their progress in Europe, or perhaps send them searching for alternative jurisdictions in which to do business. Indeed, whilst the United States Commodity Futures Trading Commission is also viewing algorithmic trading through a magnifying glass, its proliferation of established proprietary trading firms and advanced technological infrastructure, along with the country's progressive attitude toward free market enterprise may serve to keep its algorithmic trading and HFT firms not only in business, but also on an even keel.
Australia's regulatory authority ASIC, took a different stance when contemplating the regulation of dark liquidity and HFT, by fully accepting it as part of the financial structure and affording companies free will to implement such practices. This was an interesting move, as although HFT and institutional trading desks are relatively scant within Australia itself, the jurisdiction is well regulated and is situated in close proximity to the Asia-Pacific region, and Singapore's numerous institutional trading venues.
Mr. Barnier concluded by stating publicly that, "The dramatic increase in the speed and volumes of order flows can pose systemic risks.
The new rules ensure safe and orderly markets and financial stability through the introduction of trading controls, an appropriate liquidity provision obligation for high-frequency traders pursuing market-making strategies and by regulating the provision of direct electronic market access."
CFTC Oversight Sees DraftKings Launch Prediction Markets Through CME Group
Featured Videos
How FYNXT is Transforming Brokerages with Modular Tech | Executive Interview with Stephen Miles
How FYNXT is Transforming Brokerages with Modular Tech | Executive Interview with Stephen Miles
How FYNXT is Transforming Brokerages with Modular Tech | Executive Interview with Stephen Miles
How FYNXT is Transforming Brokerages with Modular Tech | Executive Interview with Stephen Miles
Join us for an exclusive interview with Stephen Miles, Chief Revenue Officer at FYNXT, recorded live at FMLS:25. In this conversation, Stephen breaks down how modular brokerage technology is driving growth, retention, and efficiency across the brokerage industry.
Learn how FYNXT's unified yet modular platform is giving brokers a competitive edge—powering faster onboarding, increased trading volumes, and dramatically improved IB performance.
🔑 What You'll Learn in This Video:
- The biggest challenges brokerages face going into 2026
- Why FYNXT’s modular platform is outperforming in-house builds
- How automation is transforming IB channels
- The real ROI: 11x LTV increases and reduced acquisition costs
👉 Don’t forget to like, comment, and subscribe.
#FYNXT #StephenMiles #FMLS2025 #BrokerageTechnology #ModularTech #FintechInterview #DigitalTransformation #FinancialMarkets #CROInterview #FintechInnovation #TradingTechnology #IndependentBrokers #FinanceLeaders
Join us for an exclusive interview with Stephen Miles, Chief Revenue Officer at FYNXT, recorded live at FMLS:25. In this conversation, Stephen breaks down how modular brokerage technology is driving growth, retention, and efficiency across the brokerage industry.
Learn how FYNXT's unified yet modular platform is giving brokers a competitive edge—powering faster onboarding, increased trading volumes, and dramatically improved IB performance.
🔑 What You'll Learn in This Video:
- The biggest challenges brokerages face going into 2026
- Why FYNXT’s modular platform is outperforming in-house builds
- How automation is transforming IB channels
- The real ROI: 11x LTV increases and reduced acquisition costs
👉 Don’t forget to like, comment, and subscribe.
#FYNXT #StephenMiles #FMLS2025 #BrokerageTechnology #ModularTech #FintechInterview #DigitalTransformation #FinancialMarkets #CROInterview #FintechInnovation #TradingTechnology #IndependentBrokers #FinanceLeaders
Join us for an exclusive interview with Stephen Miles, Chief Revenue Officer at FYNXT, recorded live at FMLS:25. In this conversation, Stephen breaks down how modular brokerage technology is driving growth, retention, and efficiency across the brokerage industry.
Learn how FYNXT's unified yet modular platform is giving brokers a competitive edge—powering faster onboarding, increased trading volumes, and dramatically improved IB performance.
🔑 What You'll Learn in This Video:
- The biggest challenges brokerages face going into 2026
- Why FYNXT’s modular platform is outperforming in-house builds
- How automation is transforming IB channels
- The real ROI: 11x LTV increases and reduced acquisition costs
👉 Don’t forget to like, comment, and subscribe.
#FYNXT #StephenMiles #FMLS2025 #BrokerageTechnology #ModularTech #FintechInterview #DigitalTransformation #FinancialMarkets #CROInterview #FintechInnovation #TradingTechnology #IndependentBrokers #FinanceLeaders
Join us for an exclusive interview with Stephen Miles, Chief Revenue Officer at FYNXT, recorded live at FMLS:25. In this conversation, Stephen breaks down how modular brokerage technology is driving growth, retention, and efficiency across the brokerage industry.
Learn how FYNXT's unified yet modular platform is giving brokers a competitive edge—powering faster onboarding, increased trading volumes, and dramatically improved IB performance.
🔑 What You'll Learn in This Video:
- The biggest challenges brokerages face going into 2026
- Why FYNXT’s modular platform is outperforming in-house builds
- How automation is transforming IB channels
- The real ROI: 11x LTV increases and reduced acquisition costs
👉 Don’t forget to like, comment, and subscribe.
#FYNXT #StephenMiles #FMLS2025 #BrokerageTechnology #ModularTech #FintechInterview #DigitalTransformation #FinancialMarkets #CROInterview #FintechInnovation #TradingTechnology #IndependentBrokers #FinanceLeaders
Executive Interview | Charlotte Bullock | Chief Product Officer, Bank of London | FMLS:25
Executive Interview | Charlotte Bullock | Chief Product Officer, Bank of London | FMLS:25
Executive Interview | Charlotte Bullock | Chief Product Officer, Bank of London | FMLS:25
Executive Interview | Charlotte Bullock | Chief Product Officer, Bank of London | FMLS:25
Executive Interview | Charlotte Bullock | Chief Product Officer, Bank of London | FMLS:25
Executive Interview | Charlotte Bullock | Chief Product Officer, Bank of London | FMLS:25
In this interview, we sat down with Charlotte Bullock, Head of Product at The Bank of London, previously at SAP and now shaping product at one of the sector’s most ambitious new banking players.
Charlotte reflects on the Summit so far and talks about the culture inside fintech banks today. We look at the pressures that come with scaling, and how firms can hold onto the nimble approach that made them stand out early on.
We also cover the state of payments ahead of her appearance on the payments roundtable: the blockages financial firms face, the areas that still need fixing, and what a realistic solution looks like in 2026.
In this interview, we sat down with Charlotte Bullock, Head of Product at The Bank of London, previously at SAP and now shaping product at one of the sector’s most ambitious new banking players.
Charlotte reflects on the Summit so far and talks about the culture inside fintech banks today. We look at the pressures that come with scaling, and how firms can hold onto the nimble approach that made them stand out early on.
We also cover the state of payments ahead of her appearance on the payments roundtable: the blockages financial firms face, the areas that still need fixing, and what a realistic solution looks like in 2026.
In this interview, we sat down with Charlotte Bullock, Head of Product at The Bank of London, previously at SAP and now shaping product at one of the sector’s most ambitious new banking players.
Charlotte reflects on the Summit so far and talks about the culture inside fintech banks today. We look at the pressures that come with scaling, and how firms can hold onto the nimble approach that made them stand out early on.
We also cover the state of payments ahead of her appearance on the payments roundtable: the blockages financial firms face, the areas that still need fixing, and what a realistic solution looks like in 2026.
In this interview, we sat down with Charlotte Bullock, Head of Product at The Bank of London, previously at SAP and now shaping product at one of the sector’s most ambitious new banking players.
Charlotte reflects on the Summit so far and talks about the culture inside fintech banks today. We look at the pressures that come with scaling, and how firms can hold onto the nimble approach that made them stand out early on.
We also cover the state of payments ahead of her appearance on the payments roundtable: the blockages financial firms face, the areas that still need fixing, and what a realistic solution looks like in 2026.
In this interview, we sat down with Charlotte Bullock, Head of Product at The Bank of London, previously at SAP and now shaping product at one of the sector’s most ambitious new banking players.
Charlotte reflects on the Summit so far and talks about the culture inside fintech banks today. We look at the pressures that come with scaling, and how firms can hold onto the nimble approach that made them stand out early on.
We also cover the state of payments ahead of her appearance on the payments roundtable: the blockages financial firms face, the areas that still need fixing, and what a realistic solution looks like in 2026.
In this interview, we sat down with Charlotte Bullock, Head of Product at The Bank of London, previously at SAP and now shaping product at one of the sector’s most ambitious new banking players.
Charlotte reflects on the Summit so far and talks about the culture inside fintech banks today. We look at the pressures that come with scaling, and how firms can hold onto the nimble approach that made them stand out early on.
We also cover the state of payments ahead of her appearance on the payments roundtable: the blockages financial firms face, the areas that still need fixing, and what a realistic solution looks like in 2026.
In this conversation, we sit down with Drew Niv, CSO at ATFX Connect and one of the most influential figures in modern FX.
We speak about market structure, the institutional view on liquidity, and the sharp rise of prop trading, a sector Drew has been commenting on in recent months. Drew explains why he once dismissed prop trading, why his view changed, and what he now thinks the model means for brokers, clients and risk managers.
We explore subscription-fee dependency, the high reneging rate, and the long-term challenge: how brokers can build a more stable and honest version of the model. Drew also talks about the traffic advantage standalone prop firms have built and why brokers may still win in the long run if they take the right approach.
In this conversation, we sit down with Drew Niv, CSO at ATFX Connect and one of the most influential figures in modern FX.
We speak about market structure, the institutional view on liquidity, and the sharp rise of prop trading, a sector Drew has been commenting on in recent months. Drew explains why he once dismissed prop trading, why his view changed, and what he now thinks the model means for brokers, clients and risk managers.
We explore subscription-fee dependency, the high reneging rate, and the long-term challenge: how brokers can build a more stable and honest version of the model. Drew also talks about the traffic advantage standalone prop firms have built and why brokers may still win in the long run if they take the right approach.
In this conversation, we sit down with Drew Niv, CSO at ATFX Connect and one of the most influential figures in modern FX.
We speak about market structure, the institutional view on liquidity, and the sharp rise of prop trading, a sector Drew has been commenting on in recent months. Drew explains why he once dismissed prop trading, why his view changed, and what he now thinks the model means for brokers, clients and risk managers.
We explore subscription-fee dependency, the high reneging rate, and the long-term challenge: how brokers can build a more stable and honest version of the model. Drew also talks about the traffic advantage standalone prop firms have built and why brokers may still win in the long run if they take the right approach.
In this conversation, we sit down with Drew Niv, CSO at ATFX Connect and one of the most influential figures in modern FX.
We speak about market structure, the institutional view on liquidity, and the sharp rise of prop trading, a sector Drew has been commenting on in recent months. Drew explains why he once dismissed prop trading, why his view changed, and what he now thinks the model means for brokers, clients and risk managers.
We explore subscription-fee dependency, the high reneging rate, and the long-term challenge: how brokers can build a more stable and honest version of the model. Drew also talks about the traffic advantage standalone prop firms have built and why brokers may still win in the long run if they take the right approach.
In this conversation, we sit down with Drew Niv, CSO at ATFX Connect and one of the most influential figures in modern FX.
We speak about market structure, the institutional view on liquidity, and the sharp rise of prop trading, a sector Drew has been commenting on in recent months. Drew explains why he once dismissed prop trading, why his view changed, and what he now thinks the model means for brokers, clients and risk managers.
We explore subscription-fee dependency, the high reneging rate, and the long-term challenge: how brokers can build a more stable and honest version of the model. Drew also talks about the traffic advantage standalone prop firms have built and why brokers may still win in the long run if they take the right approach.
In this conversation, we sit down with Drew Niv, CSO at ATFX Connect and one of the most influential figures in modern FX.
We speak about market structure, the institutional view on liquidity, and the sharp rise of prop trading, a sector Drew has been commenting on in recent months. Drew explains why he once dismissed prop trading, why his view changed, and what he now thinks the model means for brokers, clients and risk managers.
We explore subscription-fee dependency, the high reneging rate, and the long-term challenge: how brokers can build a more stable and honest version of the model. Drew also talks about the traffic advantage standalone prop firms have built and why brokers may still win in the long run if they take the right approach.
Executive Interview | Remonda Z. Kirketerp Møller| CEO & Founder Muinmos | FMLS:25
Executive Interview | Remonda Z. Kirketerp Møller| CEO & Founder Muinmos | FMLS:25
Executive Interview | Remonda Z. Kirketerp Møller| CEO & Founder Muinmos | FMLS:25
Executive Interview | Remonda Z. Kirketerp Møller| CEO & Founder Muinmos | FMLS:25
Executive Interview | Remonda Z. Kirketerp Møller| CEO & Founder Muinmos | FMLS:25
Executive Interview | Remonda Z. Kirketerp Møller| CEO & Founder Muinmos | FMLS:25
In this interview, Remonda Z. Kirketerp Møller, founder of Muinmos, breaks down the state of AI in regtech and what responsible adoption really looks like for brokers. We talk about rising fragmentation, the pressures around compliance accuracy, and why most firms are still in the early stages of AI maturity.
Ramanda also shares insights on regulator sandboxes, shifting expectations around accountability, and the current reality of MiCA licensing and passporting in Europe.
A concise look at where compliance, onboarding, and AI-driven processes are heading next.
In this interview, Remonda Z. Kirketerp Møller, founder of Muinmos, breaks down the state of AI in regtech and what responsible adoption really looks like for brokers. We talk about rising fragmentation, the pressures around compliance accuracy, and why most firms are still in the early stages of AI maturity.
Ramanda also shares insights on regulator sandboxes, shifting expectations around accountability, and the current reality of MiCA licensing and passporting in Europe.
A concise look at where compliance, onboarding, and AI-driven processes are heading next.
In this interview, Remonda Z. Kirketerp Møller, founder of Muinmos, breaks down the state of AI in regtech and what responsible adoption really looks like for brokers. We talk about rising fragmentation, the pressures around compliance accuracy, and why most firms are still in the early stages of AI maturity.
Ramanda also shares insights on regulator sandboxes, shifting expectations around accountability, and the current reality of MiCA licensing and passporting in Europe.
A concise look at where compliance, onboarding, and AI-driven processes are heading next.
In this interview, Remonda Z. Kirketerp Møller, founder of Muinmos, breaks down the state of AI in regtech and what responsible adoption really looks like for brokers. We talk about rising fragmentation, the pressures around compliance accuracy, and why most firms are still in the early stages of AI maturity.
Ramanda also shares insights on regulator sandboxes, shifting expectations around accountability, and the current reality of MiCA licensing and passporting in Europe.
A concise look at where compliance, onboarding, and AI-driven processes are heading next.
In this interview, Remonda Z. Kirketerp Møller, founder of Muinmos, breaks down the state of AI in regtech and what responsible adoption really looks like for brokers. We talk about rising fragmentation, the pressures around compliance accuracy, and why most firms are still in the early stages of AI maturity.
Ramanda also shares insights on regulator sandboxes, shifting expectations around accountability, and the current reality of MiCA licensing and passporting in Europe.
A concise look at where compliance, onboarding, and AI-driven processes are heading next.
In this interview, Remonda Z. Kirketerp Møller, founder of Muinmos, breaks down the state of AI in regtech and what responsible adoption really looks like for brokers. We talk about rising fragmentation, the pressures around compliance accuracy, and why most firms are still in the early stages of AI maturity.
Ramanda also shares insights on regulator sandboxes, shifting expectations around accountability, and the current reality of MiCA licensing and passporting in Europe.
A concise look at where compliance, onboarding, and AI-driven processes are heading next.
In this conversation, we speak with Aydin Bonabi, CEO and co-founder of Surveill, a firm focused on fraud detection and AI-driven compliance tools for financial institutions.
We start with Aydin’s view of the Summit and the challenges brokers face as fraud tactics grow more complex. He explains how firms can stay ahead through real-time signals, data patterns, and early-stage detection.
We also talk about AI training and why compliance teams often struggle to keep models accurate, fair, and aligned with regulatory expectations. Aydin breaks down what “good” AI training looks like inside a financial environment, including the importance of clean data, domain expertise, and human oversight.
He closes with a clear message: fraud is scaling, and so must the tools that stop it.
In this conversation, we speak with Aydin Bonabi, CEO and co-founder of Surveill, a firm focused on fraud detection and AI-driven compliance tools for financial institutions.
We start with Aydin’s view of the Summit and the challenges brokers face as fraud tactics grow more complex. He explains how firms can stay ahead through real-time signals, data patterns, and early-stage detection.
We also talk about AI training and why compliance teams often struggle to keep models accurate, fair, and aligned with regulatory expectations. Aydin breaks down what “good” AI training looks like inside a financial environment, including the importance of clean data, domain expertise, and human oversight.
He closes with a clear message: fraud is scaling, and so must the tools that stop it.
In this conversation, we speak with Aydin Bonabi, CEO and co-founder of Surveill, a firm focused on fraud detection and AI-driven compliance tools for financial institutions.
We start with Aydin’s view of the Summit and the challenges brokers face as fraud tactics grow more complex. He explains how firms can stay ahead through real-time signals, data patterns, and early-stage detection.
We also talk about AI training and why compliance teams often struggle to keep models accurate, fair, and aligned with regulatory expectations. Aydin breaks down what “good” AI training looks like inside a financial environment, including the importance of clean data, domain expertise, and human oversight.
He closes with a clear message: fraud is scaling, and so must the tools that stop it.
In this conversation, we speak with Aydin Bonabi, CEO and co-founder of Surveill, a firm focused on fraud detection and AI-driven compliance tools for financial institutions.
We start with Aydin’s view of the Summit and the challenges brokers face as fraud tactics grow more complex. He explains how firms can stay ahead through real-time signals, data patterns, and early-stage detection.
We also talk about AI training and why compliance teams often struggle to keep models accurate, fair, and aligned with regulatory expectations. Aydin breaks down what “good” AI training looks like inside a financial environment, including the importance of clean data, domain expertise, and human oversight.
He closes with a clear message: fraud is scaling, and so must the tools that stop it.
In this conversation, we speak with Aydin Bonabi, CEO and co-founder of Surveill, a firm focused on fraud detection and AI-driven compliance tools for financial institutions.
We start with Aydin’s view of the Summit and the challenges brokers face as fraud tactics grow more complex. He explains how firms can stay ahead through real-time signals, data patterns, and early-stage detection.
We also talk about AI training and why compliance teams often struggle to keep models accurate, fair, and aligned with regulatory expectations. Aydin breaks down what “good” AI training looks like inside a financial environment, including the importance of clean data, domain expertise, and human oversight.
He closes with a clear message: fraud is scaling, and so must the tools that stop it.
In this conversation, we speak with Aydin Bonabi, CEO and co-founder of Surveill, a firm focused on fraud detection and AI-driven compliance tools for financial institutions.
We start with Aydin’s view of the Summit and the challenges brokers face as fraud tactics grow more complex. He explains how firms can stay ahead through real-time signals, data patterns, and early-stage detection.
We also talk about AI training and why compliance teams often struggle to keep models accurate, fair, and aligned with regulatory expectations. Aydin breaks down what “good” AI training looks like inside a financial environment, including the importance of clean data, domain expertise, and human oversight.
He closes with a clear message: fraud is scaling, and so must the tools that stop it.