Top 50 FinTech Angel Investors in Asia (November 2026)

Portfolio highlights

• Tria — Threely is onboarding billions onto Web3 with universal identities. Threely addresses are blockchain-agnostic identities that can be used across Web3 as a profile, chain-agnostic payment endpoints, logins, zkKYCs, and more. Threely is doing the crucial work of helping the top blockchain protocols, wallets, and dApps cast a wider net to onboard abroader part of the internet to Web3.
• Self Protocol — Future-proof your organization with identity and agent infrastructure already accessible to billions of people across 180+ countries and trusted by companies like Google.
• Multiplier — Multiplier helps institutional investors research stocks and manage their portfolios. We're live with six hedge funds, and our users spend 4+ hours a day in the platform.Investors who try "nearly every tool on the market," to quote a client of ours, "wind up with an unwieldy collection of fragmented point solutions."Those who focus on building a great setup with general agents are instead "signing up for a full-time job." So we deploy a platform called Multiplier that unifies structured data, unstructured data, AI work, human work, and tacit firm knowledge in one secure, governed, customized application.Our first vertical: independent equity funds with $250M-$5B of assets. They know AI is essential for staying relevant, but they don't have the time or talent to figure out what to do about it. But once we deploy Multiplier––"We used to spend 80% of our time gathering information and 20% of our time acting on it," said one customer. "Multiplier has flipped those percentages."

Portfolio highlights

• Vorflux — 24x7 coworkers that live in Slack. Give AutoBots ongoing responsibilities while you set direction and do the creative work.
• Dirac Labs — Universal Navigation powered by Quantum Sensing & AI
• Physical Superintelligence — Physical Superintelligence develops physical superintelligence systems that use AI-driven research to study physics, engineer physical systems, and explore new physical laws. Its approach combines human scientists with virtual physicists that conduct autonomous research campaigns covering hypothesis development, verification, experimentation,engineering, and deployment. The company focuses initially on the physical infrastructure underlying AI, including energy, materials, computation, sensing, and manufacturing.

Portfolio highlights

• Grafto — Grafto operates “Mylo Magazine,” a platform dedicated to sharing and promoting trend culture, where readers can explore the latest developments in lifestyle, fashion, art, and emerging cultural movements through engaging and curated content.
• FLASH — FLASH is an entertainment and technology startup.
• OPERA TECH — OPERA Lead is a sales-focused AI web chatbot service from Opera Technology that turns websites into 24/7 "exhibit booths" for lead generation.It deploys AI sales assistants on existing sites (via simple tag embedding, no redesign needed) to engage the 99% of visitors who don't convert via inbound methods alone. Key capabilitiesinclude direct booking of meetings, guiding users to whitepapers/webinars, and targeted lead qualification for efficient deal progression.

Portfolio highlights

• MI-6 — MI-6 is a research, development, consulting, and project management for material development using IT. We will promote materials informatics in the field of material development with our technological capabilities and a wealth of project knowledge that challenge the world's most advanced technologies .
• ELESTYLE — ELESTYLE are promoting mobile payments and providing high value-added services for users to realize a cashless society.
• Luup — Luup is Japan's #1 e-scooter and e-bike sharing service provider. Luup currently operates in Tokyo, Osaka, Kyoto, and Yokohama, while planning to expand to other cities all over Japan. The service is based on a high-density port network, where anyone can rent and return to their original fleets.

Portfolio highlights

• VeryAI — VeryAI develops a privacy-preserving identity verification platform using palm-scan biometrics on the Solana blockchain.
• worm.wtf — worm.wtf is the prediction marketplace for the Solana ecosystem.
• Spout Finance — Spout Finance is a DeFi lending protocol that allows users to borrow stablecoins by depositing tokenized U.S. stocks and ETFs as collateral. The platform operates at a 50% loan-to-value ratio and charges 0% interest on borrowings. Instead of charging interest, the protocol funds loans and generates lender yield by executing a weekly covered-call options strategy against the collateral pool. All underlying shares are held in segregated custody at a FINRA-registered, SIPC-covered U.S. broker-dealer with on-chain Proof of Reserve verification.

Portfolio highlights

• Salv — Smart AML solutions. Detect and mitigate money laundering risks through advanced transaction monitoring, sanction screening, and KYC risk scoring.
• Enview — Our 3D cameras and virtual tour software platform help you digitize your building, automatically create 3D tours, 4K print quality photos, schematic f
• GOSU Data Lab — Try the World`s first game voice assistant to master the game effortlessly. Learn more - how it works and how can it help you.

Portfolio highlights

• GajiGesa — Solusi pinjaman modal kerja tanpa agunan untuk bisnis. Dana talangan gaji yang cepat dan transparan. Dipercaya 300+ perusahaan di Indonesia.
• Finantier — BOSGACOR adalah situs judi slot gacor hari ini mudah maxwin gampang menang terbaru daftar akun slot88 online link login bandar agen resmi terbaik terpercaya
• Arrow — Arrow is the best checkout experience for your online businesses that drastically increases your conversions rates. Arrow supports the all major payment gateways and is pre-built with the latest and greatest payment methods in Southeast Asia (SEA).

Portfolio highlights

• GoShare — Moving, hauling, and delivery help is just a tap away with GoShare's easy app. Get a truck or cargo van in less than an hour.
• Alpaca — Alpaca API allows developers and businesses to build apps, embed investing, and trade algorithms
• AlpacaJapan — Alpaca is a technology company developing financial system platforms powered by the collaboration of AI and people.

Portfolio highlights

• FinbotsAI — A singapore based AI envisioned fintech certified by Singapore Fintech Association Finbots.AI builds innovative AI-powered products & solutions to help financial institutions become AI-first.

Portfolio highlights

• Sipay — Sipay is a next-generation financial technology company offering a comprehensive all-in-one financial services platform. It enables B2B, B2C, and Sipay as a Service (Embedded Finance) customers to address all their banking and financial needs without requiring any other partners.
• Amica Finance — Jupiter's consumer-focused neo-banking startup Amica Finance operates as an NBFC non-banking finance company.
• Jupiter — Getting access to Jupiter before others. 100% digital banking with no pain. Zero balance accounts, no hidden fees. Master your money, reap rewards on Jupiter app - partnered with an RBI licensed bank for max trust.

Portfolio highlights

• Foom — We are an Indonesian-based tech-enabled consumer product startup with mission to aid adult sm*krs move away from combustible sm*kng and encourage people to shift to safer way of consuming nic. No Hassle, No Worries! Switch Now!
• PasarMIKRO — PasarMIKRO digitizes Indonesian smallholder supply chains with trade finance, traceability, field verification and EUDR compliance support for coffee, cocoa and other commodities.
• Gayo Capital — Investing Tomorrow's Winner

Portfolio highlights

• Asepha — Asepha is an AI clinical decision support (CDS) tool to help healthcare professionals make faster clinical decisions.
• ORA Technologies — E-Commerce, Super App
• THIRUMALS PAPER ARIZONA PVT. LTD. — TRADING PLATFORM OF PULP , PAPER & PACKAGING

Portfolio highlights

• Yolk.fm — Yolk.fm is a social platform that allows users to chat rather than send text messages.
• Summer — Summer International is a next generation Beauty, Health & Wellness Lifestyle company, headquarted in Los Angeles and South Korea.
• Lyte Ventures — Built for creators, designed for the future of work. We do the hustling so that you can focus more on what matters to you.

Portfolio highlights

• Mepple — Mepple is planning, developing, and operating internet services.
• For you — For you is a comprehensive Advertising agency business specializing in SNS.
• SPORTS CROWN — SPORTS CROWN is a fantasy sports developer that introduces a new type of game where the players can earn prize money by predicting the players who will play an active role in soccer and baseball.

Portfolio highlights

• Foom — We are an Indonesian-based tech-enabled consumer product startup with mission to aid adult sm*krs move away from combustible sm*kng and encourage people to shift to safer way of consuming nic. No Hassle, No Worries! Switch Now!
• PasarMIKRO — PasarMIKRO digitizes Indonesian smallholder supply chains with trade finance, traceability, field verification and EUDR compliance support for coffee, cocoa and other commodities.
• Gayo Capital — Investing Tomorrow's Winner

Portfolio highlights

• CHOYS — CHOYS is a holistic wellness subscription platform for organizations and employees that strives to offer every employee with access to benefits and impact that are tailored to their individual requirements, with the goal of making work more humanized and meaningful. CHOYS is headquartered in Singapore, Central Region and was founded in 2022.
• WeGoWhere — Discover things to do with your favorite people. Sync plans with your friends so you never miss out. Know where your friends are doing today, this week or next and join their plans IRL.
• Beep Technologies — Beep is creating a universal, modular platform bridging the physical and digital divide, powering smart, contextual & interoperable connectivity across physical touchpoints whilst ensuring true customer privacy by leveraging on decentralised technology.

Portfolio highlights

• Fermah — Fermah can generate proofs for any instance in which ZK is used. Fermah is credibly neutral and architected to support all proof systems. This includes zkVMs, zkEVMs, Groth16, and all other proof systems. It is optimized for cheap, fast, and reliable ZK proof generation.
• Mythik — The home of Indian Mythology and Ancient History for the whole family
• NovaNet — NovaNet offers local verifiable computing and privacy protection applications, including AI, decentralized Internet of Things (DePIN), and games.

Portfolio highlights

• Knit — Knit pairs forward-deployed researchers with autonomous research agents to deliver decision-ready insights faster and better than traditional agencies, unlocking entirely new ways for the world's most iconic enterprises to run research.
• Patronus AI — The industry-first automated evaluation platform that detects Large Language Model (LLM) mistakes at scale and use generative AI with confidence.
• Pocket — Pocket is a technology company that develops an AI-enabled note-taking system combining a dedicated recording device with companion software. Its platform records in-person conversations and phone calls, transcribes audio, and organizes the content into searchable transcripts, summaries, action items, and mind maps. The system supports offlinerecording, cloud synchronization, and access across mobile, desktop, and web applications, with support for more than 120 languages. Pocket also provides AI-powered features for organizing, searching, and exporting recorded information while offering integrations with task management workflows. Its products are designed for individuals and teams who need to capture, organize, and retrieve information from conversations and spoken ideas.

Portfolio highlights

• Capx — Run a company from your terminal. Casa, Launchpad, Terminal.
• Noodles Finance — The no-brainer trading platform for Sui.
• YOAKE Entertainment — YOAKE Entertainment is a music studio that specializes in the planning, production, and development of entertainment content.

Portfolio highlights

• Finblox — Finblox is a platform that helps crypto investors buy and earn rewards on their crypto assets like Bitcoin, USDC, Ethereum, Solana, Avalanche, Axie Infinity
• Based — Payment protocol for Web 3.0
• Headquarters — Headquarters (HQ.xyz) helps Web3 teams be automate their financial activities and reporting. Aggregated balance overview, Payments and Payouts, book-keeping tailored for Web3/Crypto.

Portfolio highlights

• iiba — Iiba is a geospatial platform that specializes in providing location information related to child-rearing.
• Tohakusha — Tohakusha is a creative agency that offers design, production and sale of digital content and EC websites, and content creation services.
• Neighbor — Neighbor is a metaverse game developer that specializes in Fortnite.

Portfolio highlights

• 0xPPL — 0xPPL brings together people who have similar interests in cryptocurrencies, providing an ecosystem where users can track crypto assets and non-fungible tokens (NFTs) traded by those they follow.
• Agora — Make great governance your competitive advantage. Trusted by Optimism, ENS, Uniswap and more.
• StripChain — A full-stack, intent-based interoperability protocol for omnichain applications. Public testnet live, built on Arbitrum.

Portfolio highlights

• Estate Media — Real Estate's Biggest Personalities Under one Roof
• Subquadratic — Subquadratic is a frontier AI research and infrastructure company building a new class of LLMs.
• Hidden Studios — Hidden Studios develops and advertises Fortnite Creative games, with 100M+ plays monthly. The company collaborated with prominent brands and creators, including Skydance, Snoop Dogg, and CaseOh, to deliver engaging gaming experiences. Hidden Studios maintains an active presence on YouTube, sharing content related to their Fortnite Creativeendeavors.

Portfolio highlights

• NFTGo — NFTGo is a NFT data aggregator where users can find information about NFT, including NFT Drops, ranking, whale tracking, NFT search engine, market data, transaction data, and many more.
• 0xScope — Discover the comprehensive suite of trading and research products leveraging 0xScope's cutting-edge Web3 Data Layer architecture. Trade with confidence using Scopechat, access advanced analytical tools with Scopescan, and tap into the extensive capabilities of ScopeAPI for traceable entity insights.
• TokenScript — A new standard for bridging web2 and web3

Portfolio highlights

• Town — The unusually helpful AI work assistant. Your Townie works across inboxes, calendars, chats, and apps, learning your people, projects, and voice.
• Vooma — Vooma is a back-office automation platform that enables automated order entry for brokers and carriers.
• Double — AI-powered, ledger-integrated close management for accounting firms and teams. Automate manual work, gain real-time visibility, and close the books faster.

Portfolio highlights

• Vorflux — 24x7 coworkers that live in Slack. Give AutoBots ongoing responsibilities while you set direction and do the creative work.
• Aseon Labs — Aseon Labs builds robotic pitstops for self-driving cars that provide charging, cleaning, and inspection for autonomous fleets directly in operating zones. The company develops modular robotic vehicle stations, referred to as Aseon Pods, that function as depots in a box rather than centralized facilities. These stations are designed to supportautonomous vehicles with routine turnaround tasks so that vehicles can remain near demand instead of traveling to distant depots. Aseon Labs focuses on the operational infrastructure layer for autonomous mobility, offering hardware and software systems that manage robotic station operation. Its products are intended for autonomous fleet operators and mobility companies that need distributed, always-on infrastructure to keep vehicles available. The company positions its technology for use across urban operating areas where autonomous vehicles run continuous services.
• Axiom Trust — Axiom Trust is an AI-powered trust startup that modernises professional trust administration during the "Great Wealth Transfer" of over $100 trillion in assets.

Portfolio highlights

• fomo — Trade memecoins, altcoins, and stablecoins on the only social-first crypto platform. Follow traders, copy trades, and swap on web and mobile (fomo app). Never miss out again.
• Spout Finance — Spout Finance is a DeFi lending protocol that allows users to borrow stablecoins by depositing tokenized U.S. stocks and ETFs as collateral. The platform operates at a 50% loan-to-value ratio and charges 0% interest on borrowings. Instead of charging interest, the protocol funds loans and generates lender yield by executing a weekly covered-call options strategy against the collateral pool. All underlying shares are held in segregated custody at a FINRA-registered, SIPC-covered U.S. broker-dealer with on-chain Proof of Reserve verification.
• Circuit & Chisel — Circuit & Chisel builds Pareto and Unbiased to make frontier intelligence more affordable. Meet the lab, explore our work and put it to use.

Portfolio highlights

• Taliki — Taliki is a Coworking Space Operates Social Entrepreneurs Development Support for Intrepreneur Development.
• One Nova — One Nova is a lifestyle brand and online platform that offers a range of innerwear products, such as men's boxers.
• Vivid Garden — vivid garden is an Agriculture company.

Portfolio highlights

• AssetHub — Turn a concept image into editable 3D parts with AI agents for generation, assembly and review. Work with AssetHub to build a production workflow for your team.
• Peach Cars — Buy or sell your car in Nairobi-Kenya with ease. Browse a wide range of vehicles, connect with trusted sellers, and find the perfect car today. Simple, fast, and secure transactions.
• AnotherBall — AnotherBall is a blockchain startup that combines entertainment and blockchain.

Portfolio highlights

• Now Do — Now Do provides online growth revolution platform.
• RE — RE specializes in smartphone application design and development.
• Vitalogue Health — Vitalogue Health is a hormone testing service intended to provide access to hormones and medical care. They allow users to self-check the physical condition for pregnancy and how hormones affect it, whether the symptoms are related to menopause, and provide personalized test results, commented on by physicians.

Portfolio highlights

• Kaimak — Kaymak is a recruitment platform that focuses on creating a recruitment website, planning a recruitment strategy, and managing candidates.
• Meetscare — Meetscare provides correct information and supports the self-awareness of all people involved in care. The company provides a wealth of information to ensure optimal care and create a mechanism for the realization. Users can make a telephone consultation and web diagnosis and search for free information using the system.Meetscare was founded on2016 and is headquartered in Arakawa, Tokyo.
• Driver Technologies — Driver Technologies is a cloud logistics platform provider. It provides a solution for driver matching and cargo vehicle demands.

Portfolio highlights

• Euphoria — Euphoria - Trading platform
• 3Jane Protocol — Cryptonative Credit Creation
• Noise Labs — Noise Labs offers a programmatic liquidity platform for people to trade trends and narratives as assets.

Portfolio highlights

• Treinta — Treinta powers 7 million SMBs across the US and Latin America with simple finance, inventory, and sales tools.
• Ferveret — Ferveret develops liquid cooling technology for data centers and other infrastructure. Our company is backed by Y Combinator and MIT Media Lab's E14.
• Kriya AI is now Kalendar AI — Kalendar AI books new revenue on autopilot

Portfolio highlights

• Plume Network — Plume is the first modular L2 blockchain for RWAs that simplifies onchain asset deployment while fostering a composable ecosystem through DeFi applications
• Uranium Digital — Uranium Digital is astartup that uses tokenization to target the uranium market. The business represents uranium ore with blockchain tokens, facilitating smooth transactions in this highly regulated and initially underfunded industry.
• Perpetual Protocol — Perp Labs was founded in 2019 with a mission to create powerful financial tools available to all. As the builder behind Perpetual Protocol and Nekodex, we develops innovative DeFi products that simplify access to decentralized finance for all.

Portfolio highlights

• UpBanx — Next Generation Financial Technology Platform for Creators and Brands
• Verihubs — Kembangkan infrastruktur digital perusahaan dengan sistem keamanan yang otomatis dan terintegrasi di Verihubs untuk kelancaran bisnis Anda.

Portfolio highlights

• Verihubs — Kembangkan infrastruktur digital perusahaan dengan sistem keamanan yang otomatis dan terintegrasi di Verihubs untuk kelancaran bisnis Anda.
• NextPay — Receive, manage, and spend your company's finances on a single platform. Save time and costs with a digital financial suite built to empower growing businesses.

Portfolio highlights

• Wheels Up — Wheels Up is a membership-based private aviation company that focuses on reducing the upfront cost to fly privately, providing flexibility, service, and safety. Its mobile app enables members to book flights, manage their accounts, and participate in ride-share opportunities. Its members also have given access to the Wheels Down program.
• SwiftComply — SwiftComply helps water utilities increase compliance and cut admin. Compliance software for backflow, stormwater, pretreatment and FOG.
• Diamond Foundry — America's #1 diamond producer for the jewelry and semiconductor industries.

Portfolio highlights

• Flyle — Flyle provides a cloud based platform for product management helping customers to improve productivity & creativity in product development.
• Sustainable Lab — SusLab is a data bank that uses AI technology to support SDG and ESG development goals and investments.
• Paytner — yup is providing services to support freelance people's funding.The freelance population in Japan has been shown to continue to increase in many Chosa. While working styles are diversified, they are not able to respond to the development of the working environment, and they will develop their business to change the situation where problemssuch as funding, credit, sexual harassment, and power harassment are accumulated.

Portfolio highlights

• PStake — pSTAKE, developed by Persistence, is a liquid staking protocol unlocking the liquidity of staked assets. Stakers of PoS tokens can stake their assets while unlocking liquidity in the form of stkASSETs, which can then be used across DeFi to earn liquid staking rewards.
• TiTi Protocol — TiTi Protocol always monitors changes in the total value of reserve to calculate the average price of TiUSD in circulation and adjusts the market-making peg price of TiUSD in the primary market through the ReOrders mechanism.
• Voyage Finance — Voyage Finance provides Web3 firm decentralized loans for gamers and guilds.

Portfolio highlights

• Kaimak — Kaymak is a recruitment platform that focuses on creating a recruitment website, planning a recruitment strategy, and managing candidates.
• D-Chain — D-Chain offers services related to IT development and production in the Web3 and Web2 fields.
• Rayout — Rayout is a business consulting company that provides creative content development, recruitment videos, and web production services.

Portfolio highlights

• POKKT — POKKT is an Alternate Mobile Payment Platform that helps owners of Paid Digital Goods and Services to monetise thier users through an advertiser-funded Model. Develpoers and Publishers of Digital content can significantly increase monetization and convert non-paying users into paying users.
• misterb&b — Find & book the best gay bnbs worldwide with trusted hosts . Gay Hotels, resorts & more in 220 countries. Loved by 1M+ travelers. Safe travels with the LGBTQ travel community!
• Drifting in Space — Cloud infrastructure for teams that develop, train, and serve AI applications at scale.

Portfolio highlights

• TaxNodes — TaxNodes is a platform for crypto tax computation and ITR filing with expert assistance.
• Cheerio AI — Enterprise-grade agentic AI to accelerate revenue, optimize operations, and scale customer engagement with minimal manual effort.
• TableSprint — An AI-first SaaS B2B platform for you to build apps with no coding needed. Start now with versatile playbooks tailored for all businesses.

Portfolio highlights

• Tzafon — Tzafon is advancing machine intelligence. Our team develops models and systems for autonomous agents interacting with the real world.
• Corgi Insurance — Get startup insurance in minutes with Corgi. Compare modular CGL, D&O, Tech E&O, Cyber, EPLI, and fiduciary coverage built for founders today.
• Kontigo — We help underbanked gig workers in Latam build credit and access group financing where small groups of family or friends lend and save money together. Users can validate their income from multiple sources such as gig apps, catalog sales, and open finance (Uber, Rappi, Didi, Indriver, Avon, and all major banks). After verifying the income wedirectly offer them group savings and group loans, without leaving WhatsApp, their primary messaging app.

Portfolio highlights

• Tare — Tare is a fintech platform that focuses on modernizing credit markets through blockchain and AI. It connects loan originators, servicers, and investors to streamline underwriting, servicing, and financing processes. The platform enables capital flows, reduces operational complexity, and improves transparency across the end-to-end credit lifecycle.
• Bloom — Bloom is the everything app to make onchain finance social. Copy trades and bets, build performance-based reputation, earn from your influence, and manage everything through a smart wallet.
• Lemon Cash — Lemon Cash is digital wallet with FIAT and crypto capabilities. End to end digital ecosystem for Latin America.

Portfolio highlights

• Cercli — Cercli is a human resources, modern payroll and employee data platform for the Middle East and North Africa (MENA).
• Key AI — Unlock new networking and career opportunities with Key, the leading AI-powered professional networking platform. Build and manage communities, host and join exclusive events, and create meaningful connections to supercharge your growth all in one place.
• Mira — Mira is a decentralized infrastructure platform designed to increase access to advanced AI.

Portfolio highlights

• Lens Protocol — Lens Protocol is a composable and decentralized social graph, ready for you to build on so you can focus on creating a great experience, not scaling your users.
• SpaceComputer — We are building the orbital root of trust: a satellite-native compute layer for confidential workloads, cryptographic services, and verifiable execution.
• Avara Ventures — Avara creates smart contract-enabled products and public goods (open source protocols) that incorporate decentralized blockchain technologies and token-based economies.

Portfolio highlights

• Jizai — Jizai is a provider of artificial intelligence technology, offering AI solutions, software-as-a-service products powered by AI, and robots that utilize AI capabilities for businesses across various industries. The company focuses on generative AI, large language models (LLMs), and robotics, offering customizable AI platforms and automation tools.It also engages in AI consulting and research collaborations.
• Amptalk — Amptalk is a software development firm specializing in operating automatic transcription and analysis of online business negotiations.
• Media Aid — Media Aid is an advertising agency that provides recruitment, marketing, web creation, and SNS management services

Portfolio highlights

• Veda — Veda is the largest vault infrastructure platform in DeFi, enabling institutions to launch and manage onchain financial products at scale.
• Saturn — Saturn is a decentralized Bitcoin exchange that enhances peer-to-peer non-custodial orderbooks and provides a secure trading experience.
• 3Jane Protocol — Cryptonative Credit Creation

Portfolio highlights

• KlayCity — KlayCity is a P2E virtual world where district NFT owners can govern, explore and earn while enjoying the gaming experience.
• Fractal — Fractal is an in-game asset and virtual world marketplace where users may find, purchase, and sell gaming NFTs. Fractal is headquartered in Solana, United States and was founded in 2021.
• Treehouse — Treehouse is the decentralized fixed income layer, building yield solutions and unifying on-chain interest rates through its products, tAssets and DOR.

Portfolio highlights

• Otis AI — Otis is the first AI-powered virtual assistant that helps run and optimize your digital marketing cross-platform, at scale and at a budget that works for your business.
• VAMA — VAMA is a one-stop virtual platform that provides easy access to e-pujas, e-darshans, and astrology services, to devotees from across India and the world.
• Kita Technologies — Kita Technologies uses computer vision and vision language models to transform unstructured documents into structured underwriting data.