Heron Data Expands AI Document Automation Across Financial Services and Hires in New York
Heron Data automates document-heavy operations in small business lending, specialty finance, insurance, and credit brokerage. Founded in 2020 out of Y Combinator's S20 batch, the 60-person company processes tens of thousands of documents and over 20 million daily bank transactions for more than 150 enterprise customers. The firm raised a $16.6 million Series A round led by Insight Partners, with participation from Y Combinator, BoxGroup, and Flex Capital, to expand its workflow automation infrastructure.
The platform targets the manual processing bottlenecks that slow financial decisions. Instead of relying on manual data entry or basic optical character recognition (OCR), the system reads unstructured documents like bank statements, loss runs, insurance policies, and background checks, converting them into structured data ready for underwriting systems. In January 2026, the company introduced its Broker Suite to automate credit broker deal flow from application intake to CRM syncing, as reported by PR Newswire. In August 2026, PR Newswire reported that the company added background check automation to streamline the final manual verification step for SMB lenders.
Technical Architecture for Financial Workflows
The engineering team builds both user-facing tools and backend microservices to process financial records at scale. According to company technical disclosures:
- Frontend: Built with Next.js, Material-UI (MUI), React, and TypeScript, deployed on Vercel.
- Backend: Applications run in Python using Flask and FastAPI, with Celery handling asynchronous task queues. Services operate as a main monolith alongside dedicated microservices deployed on Kubernetes clusters and serverless compute.
- Machine Learning: Models span classic natural language processing, specialized classification algorithms, and fine-tuned large language models (LLMs).
- Infrastructure: Hosted across Google Cloud Platform and Amazon Web Services, relying on PostgreSQL databases, Redis, and RabbitMQ. GitHub Actions handles continuous integration and deployment.
In an interview with AlleyWatch, Chief Executive Officer Johannes Jaeckle explained that the company began building with LLMs in 2020. The platform operates on a usage-based model where customers pay per document processed, integrating into existing software such as Salesforce, CloudSquare, and LendSaaS.
Measurable Impact Across Lending and Insurance
Customers use the software to remove manual data entry bottlenecks and speed up decision turnarounds. In a video published by Heron Data, New York brokerage Big Think Capital reported cutting offer-to-rep response times by 98 percent—from over 30 minutes down to under 60 seconds—while managing more than 5,000 decision emails daily. In the same release, TFS Financial stated it automated over 4,000 monthly decision emails, allowing the firm to redirect staff from manual entry to deal strategy.
Lenders using the background check automation report similar improvements. In a video on Heron Data's channel, Good Funding noted that decision times dropped from 1,000 minutes to 15 minutes, supporting a 30 percent quarterly growth in origination volume. In another video by Heron Data, Kevin Richardson, Vice President and Head of Business Development at Splash Advance, described moving from an overseas back-office processing setup that took up to an hour per deal to automated submissions completed within minutes. In August 2025, Equipment Finance News detailed a partnership between KLC Financial and the company to bring automated document processing to equipment financing workflows.
Founded by Experienced Operators
The company is led by three co-founders with backgrounds in technology scaling, data science, and commercial development:
- CEO Johannes Jaeckle previously worked as an early team member and UK Managing Director for Segovia Technology and led cross-border remittance firm Taptap Send. He holds a BA in PPE and a Master's degree in Development Economics from Oxford University.
- CTO Dominic Kwok led data science projects at Revolut, Spotify, and Meta. He earned a BS in Physics from Yale University.
- COO Jamie Parker built and scaled a new commercial function at knowledge search firm AlphaSights to tens of millions in annual recurring revenue and 20 team members globally. He holds a B.A. in Classics from Oxford University, where he previously co-founded a rental business with Jaeckle.
Hiring Strategy and Open Roles in New York
To support its expansion across lending, insurance, and banking verticals, the firm is hiring for business operations and sales roles at its New York headquarters.
The company is recruiting a Chief of Staff ($120,000 - $220,000 / year, onsite in New York, NY). Working directly with CEO Johannes Jaeckle, this C-level operational role manages finance, people operations, and quarterly planning. Responsibilities include preparing budgets, analyzing business performance, and refining internal operational systems.
To expand its client pipeline, the firm is also hiring a Sales Development Representative ($80,000 - $120,000 / year, onsite in New York, NY). This entry-level position focuses on traditional outbound sales, prospecting potential customers, and booking software demonstrations. The role involves direct collaboration with the founders to develop sales strategies and may require nationwide travel to meet with financial services clients.
Both roles operate out of the company's New York office within a flat, collaborative team culture that includes staff from five continents.
| Role | Location | Work Mode | Salary |
|---|---|---|---|
| Chief of Staff | New York, NY, US | Onsite | $120,000 - $220,000 / year |
| Sales Development Representative | New York, NY, US | Onsite | $80,000 - $120,000 / year |
