Airwallex
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Airwallex AI Engineering Team in San Francisco
Our SF AI Engineering team at Airwallex is building production-grade AI that automates the hardest parts of global finance — from payments and onboarding to reconciliation, bookkeeping, and tax. Sitting on top of our proprietary global payments infrastructure and massive real-time transaction datasets, we design and ship vertical AI systems — from LLM-powered copilots and agentic workflows to fine-tuned models — that reach customers quickly and at scale. We’re a small, senior, zero-ego group with high ownership: engineers work end to end from problem framing and experimentation through to deployment and evals, using the right tool for the job to turn deep AI work into visible, shipped impact.
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Team FAQs
What's the culture like in AI Engineering at Airwallex in San Francisco?
What's the culture like in AI Engineering at Airwallex in San Francisco?
The culture is tight-knit, senior, and builder‑led: a small, collaborative, zero‑ego team with high standards, direct communication, and a strong bias for ownership and shipping fast without unnecessary process.
What's the AI Engineering leadership like at Airwallex in San Francisco?
What's the AI Engineering leadership like at Airwallex in San Francisco?
SF AI leaders communicate in a problem‑first, outcome‑driven way. They frame real customer and business problems, set a few clear metrics, then give engineers wide autonomy on how to solve them. Expectations are simple and high: own problems end to end, move fast with tight feedback loops and demos, be candid about trade‑offs, and keep the bar high without adding unnecessary process.
What's it like to work in AI Engineering at Airwallex in San Francisco?
What's it like to work in AI Engineering at Airwallex in San Francisco?
A typical day as an SF AI engineer at Airwallex mixes deep technical work with visible impact. Mornings often start by scanning dashboards and logs, reviewing how your latest model, copilot flow, or agent performed in production, then iterating on prompts, features, or evals. Midday you might pair with another engineer to design an agentic workflow, tighten latency, or debug an edge case, then push changes behind a flag. Afternoons lean into quick design reviews, working with product or risk partners to sharpen success metrics, and shipping small, frequent experiments that move from notebook to customers in days, not quarters.
Employee Reviews
Adrian joined Airwallex two years ago and built the product data science and growth data science teams from scratch, growing them to 19 data scientists with U.S. expansion underway. His teams drive product optimization, customer acquisition, and marketing efficiency using ML and AI. A standout example: Optimize 360, where his team deployed contextual bandits to boost payments success rates, delivering a 10x increase in payments volume. Adrian is equally focused on his people, fostering a culture of ownership, autonomy, and psychological safety. As the company scales toward $1B ARR, his team's scope keeps growing, with data scientists owning company-level projects end to end.
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Ishan leads at the intersection of AI and product at Airwallex, where innovation isn't a department but the operating system. Under his leadership, the team has embedded an AI assistant directly into the Airwallex platform that acts as an intelligent guide, using context and specialized agents to execute complex tasks like configuring accounts and scheduling payments on behalf of customers. He champions a "rebuild" mindset, where teams build at speed knowing that as AI models improve, products should evolve with them. Ishan has also helped reshape how Airwallex hires engineers, testing for AI proficiency rather than memorization.
JP leads the foundations of the company's AI architecture, steering models and building secure, reliable integrations with internal infrastructure—all while balancing customer data protection with the vast possibilities of AI. He has grown significantly by collaborating with platform partners and learning from in-house product subject matter experts.
JP is energized by the infinite workflows that emerge from combining different financial actions into autonomous agents, and is eager to build AI-powered self-improving pipelines that multiply internal productivity and accelerate feature delivery for customers.
Akankshita works at the intersection of AI and regulatory compliance, wiring intelligence into real money flows while building robust guardrails to keep customers safe. She is currently refining the context engineering layer to make agents smarter—nudging users toward actions based on their own past behavior—work that translates directly into growth.
She thrives on the challenge of introducing probabilistic technology into a rule-based, highly regulated domain, and finds deep motivation in seeing painful user workflows transformed into seamless agent-driven experiences.
Our Products
Optimize 360
Optimize 360 is Airwallex's payments optimization engine. It uses contextual bandits to intelligently route transactions and maximize acceptance success rates for customers in real time. The result: a sustained uplift in payments performance and a 10x increase in payments volume. It's a flagship example of how Airwallex combines ML and AI to solve real problems at scale.
Optimize 360 deployed contextual bandits to optimize payments acceptance success rates for our customers, directly delivering a sustained uplift in performance and a 10x increase in payments volume. It's proof that Airwallex doesn't just process payments, it makes them smarter.
Airwallex AI Assistant
Airwallex has launched a suite of AI-powered tools, referred to as an "AI Assistant," designed to act as a concierge for global financial operations, reducing manual work and streamlining business setup. The AI assistant is integrated directly into the Airwallex WebApp, leveraging large language models (LLMs) to understand business context, answer questions, and execute tasks.
Airwallex's AI assistant doesn't just answer questions. It understands your context, creates a tailored onboarding journey, and uses a network of specialized agents to execute complex tasks on your behalf, from configuring accounts to scheduling international payments.
What People Are Saying About Airwallex
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Autonomy: Engineers in the San Francisco AI group are depicted as owning work end to end—from problem framing through experimentation, deployment, and evaluation. Feedback suggests leaders set outcomes while giving broad latitude on implementation, enabling rapid decisions and iteration.
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Innovation & Products: Work centers on shipping production AI—LLM copilots, agentic systems, evaluations, and monitoring for real financial workflows. This AI-first posture keeps day-to-day engineering close to customers and focused on measurable product impact.
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High Talent Density: The SF AI team is described as small, senior, collaborative, and low‑ego, emphasizing candid technical discussions and high standards. This composition appears to create a tight‑knit environment suited to experienced builders.
What People Are Saying About Airwallex
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Autonomy: Engineers in the San Francisco AI Engineering team are expected to own work from problem framing through experimentation, deployment, and evaluation. Leaders set customer or business outcomes while engineers choose the technical approach and drive end-to-end delivery.
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Innovation & Products: Work in the San Francisco hub centers on building production AI agents and copilots for complex financial workflows, with rapid iteration and frequent shipping. AI is treated as part of everyday engineering, emphasizing evaluations, monitoring, guardrails, and safe rollouts in a financial domain.
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High Talent Density: The San Francisco AI group is characterized as small, senior, collaborative, and low-ego, fostering direct collaboration among experienced engineers. This composition supports candid technical discussions and high standards for shipped work.
Recently posted jobs
Artificial Intelligence • Fintech • Payments • Business Intelligence • Financial Services • Generative AI
Own the full sales cycle for travel-sector businesses, from prospecting through close. Build pipeline through targeted outreach, events, networking, and industry relationships; develop partnerships across travel sub-verticals; and collaborate with Legal, Finance, and Strategy. Help customers address cross-border payments, foreign exchange exposure, reconciliation, and fragmented payment flows using Airwallex solutions.
Artificial Intelligence • Fintech • Payments • Business Intelligence • Financial Services • Generative AI
Own the full sales cycle for travel businesses, from prospecting through close. Build pipeline through targeted outreach, events, networking, and industry relationships. Develop partnerships across travel sub-verticals, collaborate with Legal, Finance, and Strategy, and help customers solve cross-border payment, foreign exchange, reconciliation, and fragmented payment challenges using Airwallex’s platform.
Artificial Intelligence • Fintech • Payments • Business Intelligence • Financial Services • Generative AI
Lead global enterprise and cloud network architecture and roadmap. Design, deploy, and operate highly available, secure hybrid LAN/WAN/Wi‑Fi/VPN infrastructures across multi‑cloud and on‑prem environments. Configure and troubleshoot multi‑vendor hardware, manage international connectivity, automate with infrastructure-as-code, respond to incidents, mentor engineers, and support global office rollouts and upgrades.
At a glance
how we impact our community
Airwallex Impact is a global social impact initiative backed by a 1% equity commitment to philanthropic giving, plus 1% of employee time, profits, and products. By taking the 1% Pledge, Airwallex joins leaders like Atlassian, Canva, and Salesforce in multiplying corporate philanthropy. The program builds on existing initiatives including AU$3M+ in university scholarships and Airwallex for Startups. "As we enter our 10th year, the time is right to commit to an enduring impact program," says CEO Jack Zhang. "Airwallex Impact is a natural extension of our dedication to innovation and economic development in the countries where we operate.
our mission + vision
At Airwallex, our vision is bold: to build the future of global banking. As one of the leading global financial platforms, we’re continuing to build technology that empowers businesses to thrive without limits. We’re not here to follow the future. We’re creating it today, for the businesses of tomorrow.
