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	<title>AI-driven integration Archives | FAIT</title>
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		<title>AI Momentum Surges for HKMA Rewrite as Firms Struggle with Manual Mapping</title>
		<link>https://fait.ai/ai-surges-for-hkma-rewrite-manual-mapping-struggles/</link>
					<comments>https://fait.ai/ai-surges-for-hkma-rewrite-manual-mapping-struggles/#respond</comments>
		
		<dc:creator><![CDATA[Fait Admin]]></dc:creator>
		<pubDate>Tue, 03 Jun 2025 02:00:00 +0000</pubDate>
				<category><![CDATA[News]]></category>
		<category><![CDATA[AI for HKMA Rewrite]]></category>
		<category><![CDATA[AI-driven integration]]></category>
		<category><![CDATA[AI-driven mapping]]></category>
		<category><![CDATA[APAC finance]]></category>
		<category><![CDATA[Capital markets compliance]]></category>
		<category><![CDATA[Financial technology]]></category>
		<category><![CDATA[HKMA]]></category>
		<category><![CDATA[HKMA Rewrite 2025]]></category>
		<category><![CDATA[HKTR]]></category>
		<category><![CDATA[ISO 20022]]></category>
		<category><![CDATA[RegTech]]></category>
		<category><![CDATA[Regulatory compliance]]></category>
		<category><![CDATA[Regulatory technology]]></category>
		<category><![CDATA[Trade Reporting]]></category>
		<guid isPermaLink="false">https://fait.ai/?p=2431</guid>

					<description><![CDATA[<p>Singapore, 3rd June, 2025 – As firms race to meet the HKMA’s trade reporting rewrite deadline, a new FAIT survey reveals most are still relying on manual mapping tools — but momentum is building for AI-Driven Mapping (ADM), with nearly 80% of respondents expressing interest or already evaluating AI solutions.</p>
<p>The post <a href="https://fait.ai/ai-surges-for-hkma-rewrite-manual-mapping-struggles/">AI Momentum Surges for HKMA Rewrite as Firms Struggle with Manual Mapping</a> appeared first on <a href="https://fait.ai">FAIT</a>.</p>
]]></description>
										<content:encoded><![CDATA[
<p><strong>Singapore, 3</strong>rd<strong> June, 2025</strong> – A recent survey by FAIT, a leader in AI-Driven Integration (ADI), reveals that most financial institutions are still relying on manual methods like spreadsheets and scripts to prepare for the Hong Kong Monetary Authority’s (HKMA) upcoming regulatory trade reporting rewrite. At the same time, a clear shift is underway toward AI-Driven Mapping (ADM).</p>



<p>Nearly two-thirds of respondents said they are still planning or implementing the rewrite. Some were unsure of their detailed readiness status. Fewer than half of firms report being ready for production. Even among firms further along, <strong>64.3%</strong> still rely on manual spreadsheets or basic scripts for data mapping and transformation.</p>



<p>Notably, none of the firms surveyed have yet achieved AI-based mapping in production — though many are moving quickly in that direction. Nearly <strong>80%</strong> of respondents express interest in AI or are actively evaluating AI-based solutions for mapping and transformation. Moreover, around one-third are already in active evaluation, positioning themselves to benefit from early adoption.</p>



<p>“These results show both a gap in readiness and a tipping point in mindset,” said Aaron Hallmark, CEO of FAIT. “AI-Driven Mapping isn’t just a concept. It’s emerging as a competitive edge for firms looking to modernize and accelerate their compliance workflows.”</p>



<p>These findings come at a critical time for Asia-Pacific institutions preparing for the <strong><a href="https://www.hkma.gov.hk/eng/news-and-media/press-releases/2024/09/20240926-3/">HKMA&#8217;s trade reporting rewrite</a></strong>, which takes effect on 29 September 2025. The update mandates stricter validation, <a href="https://hktr.hkma.gov.hk/ContentDetail.aspx?pageName=HKTR-RPT-Administration-and-Interface-Development-Guide">the adoption of complex <strong>ISO 20022</strong> message formats</a>, standardized identifiers like UTI and UPI, and an expanded set of critical data elements (CDE). These changes demand exceptional data quality, integration speed, and architectural flexibility.​</p>



<p>FAIT conducted the survey in conjunction with its webinar on <strong>“AI and the HKMA Rewrite</strong>.<strong>”</strong> The session featured regulatory insights from <a href="https://www.complianceplus.hk/about-us/consulting-team/">Josephine Chung</a> and compliance implementation lessons from <a href="https://centralparksolutions.com/about.html">Neil Fletcher</a>. Finally, Hallmark concluded with a live demo of FAIT’s <a href="https://fait.ai/fait-core/#mapping">AI-driven mapping</a> platform.</p>



<h4 class="wp-block-heading">About FAIT</h4>



<p>FAIT is an enterprise SaaS platform that uses generative AI to automate business analysis, integration logic, and deployment workflows. By combining AI-driven mapping with automated runtime execution, FAIT accelerates complex data integrations by orders of magnitude—reducing time, cost, and human error. Founded by veterans of enterprise financial technology, FAIT is headquartered in Singapore and serves clients across the APAC region and beyond. Learn more at <a href="https://fait.ai">fait.ai</a>.</p>



<h4 class="wp-block-heading">Media Contact:</h4>



<p>FAIT Solutions<br><a>press@fait.ai</a></p>
<p>The post <a href="https://fait.ai/ai-surges-for-hkma-rewrite-manual-mapping-struggles/">AI Momentum Surges for HKMA Rewrite as Firms Struggle with Manual Mapping</a> appeared first on <a href="https://fait.ai">FAIT</a>.</p>
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		<title>FAIT Launches AI-Driven Build and Run Modules Ahead of HKMA Rewrite</title>
		<link>https://fait.ai/fait-launches-integration-for-hkma/</link>
					<comments>https://fait.ai/fait-launches-integration-for-hkma/#respond</comments>
		
		<dc:creator><![CDATA[Fait Admin]]></dc:creator>
		<pubDate>Fri, 09 May 2025 05:00:10 +0000</pubDate>
				<category><![CDATA[News]]></category>
		<category><![CDATA[AI-driven integration]]></category>
		<category><![CDATA[APAC finance]]></category>
		<category><![CDATA[FAIT Build]]></category>
		<category><![CDATA[FAIT Core]]></category>
		<category><![CDATA[FAIT Run]]></category>
		<category><![CDATA[Financial technology]]></category>
		<category><![CDATA[HKMA]]></category>
		<category><![CDATA[HKTR]]></category>
		<category><![CDATA[ISO 20022]]></category>
		<category><![CDATA[Regulatory compliance]]></category>
		<category><![CDATA[Runtime monitoring]]></category>
		<category><![CDATA[Trade Reporting]]></category>
		<guid isPermaLink="false">https://fait.ai/?p=2423</guid>

					<description><![CDATA[<p>Singapore, 8th May, 2025 – FAIT has launched its Build and Run modules, completing the FAIT Core platform. Now in production with clients, the platform delivers end-to-end AI-driven integration—empowering financial institutions to meet regulatory demands</p>
<p>The post <a href="https://fait.ai/fait-launches-integration-for-hkma/">FAIT Launches AI-Driven Build and Run Modules Ahead of HKMA Rewrite</a> appeared first on <a href="https://fait.ai">FAIT</a>.</p>
]]></description>
										<content:encoded><![CDATA[
<p><strong>Singapore, 8th May, 2025</strong> – FAIT today announced the launch of <strong><a href="https://fait.ai/fait-core/#transform-development">FAIT Build</a></strong> and <strong><a href="https://fait.ai/fait-core/#runtime-environment">FAIT Run</a></strong>, two powerful new modules that expand the company’s AI-driven <strong><a href="https://fait.ai/fait-core/">FAIT Core</a></strong> platform for enterprise integration. These additions extend FAIT’s capabilities from intelligent data mapping and transformation design into full deployment, execution, and monitoring—allowing financial institutions to accelerate integration timelines by an order of magnitude while reducing operational bottlenecks.</p>



<p>Together with the previously released <strong><a href="https://fait.ai/fait-core/#mapping">FAIT Analyze</a></strong>, the platform now enables an automated end-to-end integration lifecycle—from data mapping through to production delivery. Clients can transform mapping logic into executable code, configure source and target system connections, and deploy into live environments within minutes—without the need for handoffs to engineering or DevOps teams.</p>



<p>“We’ve always believed that integration isn’t just about connectivity—it’s about comprehension,” said <strong><a href="https://fait.ai/about/">Aaron Hallmark</a></strong>, Co-Founder and CEO of FAIT. “With FAIT Build and Run, we’re giving financial institutions the tools to execute that vision: from intelligent mapping to controlled, auditable deployment workflows.”</p>



<p>The FAIT platform supports a range of advanced capabilities critical for regulated markets, including:</p>



<ul class="wp-block-list">
<li><strong>AI-driven mapping </strong>that empowers business analysts to independently generate, preview, and validate transformation logic without dependency on technical teams</li>



<li><strong>Automated transformation packaging</strong> that produces output in industry-standard formats such as ISO 20022</li>



<li><strong>Fine-grained control over test and production environments</strong>, with deployment configuration in seconds</li>



<li><strong>Real-time execution monitoring</strong> through a built-in runtime status engine, allowing users to track each record from source ingestion through target delivery</li>



<li><strong>Support for flexible deployment modes</strong> to accommodate a wide range of integration maturity and connectivity models</li>
</ul>



<p>Clients are already using FAIT Build and Run in production to automate complex regulatory workflows, including reporting to trade repositories under regimes aligned with <a href="https://www.bis.org/cpmi/publ/d175.htm">CPMI-IOSCO guidelines</a>. These deployments include support for fully auditable data lineage and runtime feedback, dramatically reducing both turnaround time and operational risk.</p>



<p>The launch comes at a critical time for Asia-Pacific institutions preparing for the <strong><a href="https://www.hkma.gov.hk/eng/news-and-media/press-releases/2024/09/20240926-3/">Hong Kong Monetary Authority’s (HKMA) trade reporting rewrite</a></strong>, which takes effect on 29 September 2025. The update mandates stricter validation, <a href="https://hktr.hkma.gov.hk/ContentDetail.aspx?pageName=HKTR-RPT-Administration-and-Interface-Development-Guide">the adoption of complex <strong>ISO 20022</strong> message formats</a>, standardized identifiers such as UTI and UPI, and an expanded set of critical data elements (CDE). These changes demand exceptional data quality, integration speed, and architectural flexibility.​</p>



<p>“What we’re seeing across the region is that compliance is becoming a test of integration agility,” Hallmark added. “With FAIT, our clients can go from rule changes to testable production deployments in minutes—not months.”</p>



<p>FAIT’s platform is already being used by asset managers and financial institutions in APAC to support a variety of integration use cases, from regulatory compliance to custodian connectivity and internal system modernization. In the coming months, FAIT will expand access to its platform with a self-service offering designed to accelerate onboarding and hands-on evaluation for smaller teams.</p>



<h4 class="wp-block-heading">About FAIT</h4>



<p>FAIT is an enterprise SaaS platform that uses generative AI to automate business analysis, integration logic, and deployment workflows. By combining AI-driven mapping with automated runtime execution, FAIT accelerates complex data integrations by orders of magnitude—reducing time, cost, and human error. Founded by veterans of enterprise financial technology, FAIT is headquartered in Singapore and serves clients across the APAC region and beyond. Learn more at <a href="https://fait.ai">fait.ai</a>.</p>



<h4 class="wp-block-heading">Media Contact:</h4>



<p>FAIT Solutions<br><a>press@fait.ai</a></p>
<p>The post <a href="https://fait.ai/fait-launches-integration-for-hkma/">FAIT Launches AI-Driven Build and Run Modules Ahead of HKMA Rewrite</a> appeared first on <a href="https://fait.ai">FAIT</a>.</p>
]]></content:encoded>
					
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