Sapan Bafna had a perfectly serviceable aircraft and no way home. Returning from vacation with his wife, he boarded a flight at Heathrow, waited three hours, and got off again. An air traffic systems failure had disrupted the journey. By his account, the delay also meant the flight would reach Dallas after immigration had closed. A photocopied sheet of paper was what reached the passengers.
For someone who makes a living examining how work moves through organizations, this was a rather thorough field trip. The aircraft could fly. Other dependencies had made the journey impossible. Bafna later used the experience to describe a familiar weakness in business continuity: a plan may survive trouble inside your organization and still collapse at the boundary with somebody else’s.
The episode offers an unusually concrete introduction to the founder and CEO of Outamation. Bafna spends his working life on those boundaries: between documents and decisions, software and staff, a promise made and an answer delivered. He works in mortgage technology, where a small administrative gap can become a very large problem for the person waiting at the other end.
An education in the unglamorous details
His route into that work runs through finance and economics. He studied at Devi Ahilya Vishwavidyalaya in India, then completed an MBA at Florida International University in 1999. Later came the School of Mortgage Banking. His professional credentials include Accredited Mortgage Professional and Six Sigma Lean Sensei, a combination that puts industry knowledge beside the discipline of examining a process.
Before Outamation, he held senior leadership positions at CoreLogic and worked at First American. In February 2022, the Mortgage Bankers Association’s servicing conference listed him as a CoreLogic senior leader in Advanced Delivery Engines, speaking on a panel about technology changing loan servicing. He was already discussing the machinery behind decisions before he put a new company around the problem.
His responsibilities have included developing models for defaulted mortgage loans, applications that read information from documents, and systems for generating and delivering paperwork. These are connected jobs. A decision needs information. Information arrives in documents. The decision produces more documents, which must reach somebody. Software has plenty of opportunities to look efficient while leaving its human users to carry things between the efficient parts.
That experience helps explain the specificity of Bafna’s interests. His work concerns the route a file takes, the people handling it, and the record left behind. The paperwork may lack glamour. It has an excellent memory for mistakes.
Four verbs, one working method
In 2022, Bafna founded Outamation. Co-founder and chief technology officer Devang Kamdar brought the technical counterpart to a business built around industry experience. The company’s early proposition was to understand a client’s particular process problems and build targeted automation around them. Understanding the work came before prescribing its replacement.
Outamation gave its method a compact name: DRIP. Discover, Refine, Implement, Progress. The sequence favors smaller changes, tested and improved over time. It is an approach with room for correction. An organization can learn whether a change works before attaching the rest of its operation to it.
- DDiscoverFind the process problem.
- RRefineTest the proposed change.
- IImplementPut the plan to work.
- PProgressAssess, learn, improve.
By March 2024, Outamation had opened a new Hyderabad office. Bafna spoke about creating room for collaboration and ideas. The business he and Kamdar were assembling had an international working geography, connecting teams in the United States and India around document-heavy operations.
The growth became visible in another form in 2026. Outamation entered the Inc. 5000 at No. 133, with 2,291 percent three-year growth. Those figures describe the company, rather than Bafna’s personal wealth or the performance of any one product. His stated direction remained more integrated mortgage workflows and better connections between the organizations serving homeowners.
Outamation’s debut ranking, with 2,291% three-year growth.
Where the rules belong
Bafna’s position on artificial intelligence is more particular than a general enthusiasm for automation. In his writing about loan modifications, he separates reading documents from determining eligibility. AI can help extract information and classify material. Explicit, inspectable rules have a different job when a decision must follow a specified investor program.
His argument is architectural: people should be able to examine which criteria produced an outcome and which version of the guidelines applied. An answer becomes useful when someone can account for it. In this setting, the explanation is part of the work, rather than a decorative paragraph added after the software has finished.
That concern also shapes his view of the surrounding workflow. Intake, decisioning, documents, delivery, and quality checks need to connect. In September 2026 discussions with Lisa Guadagno, he emphasized how automation fits existing systems. Adding staff can address an immediate queue while leaving repeated manual steps and handoffs intact. Finding an error during an audit is a particularly expensive way to discover what happened earlier.
“Real quality is boring.”
Sapan Bafna
Outamation announced ISO/IEC 42001 certification in February 2026, covering its AI management system. It also holds ISO 27001 and SOC 2 Type II credentials. Bafna has made a distinction that buyers should appreciate: AI governance certification does not establish the accuracy of a particular model. The buyer still needs evidence for the specific work being automated.
That is a useful limit to put on a sales conversation. Governance, model performance, human review, and responses to changing requirements each deserve examination. A badge cannot answer every question. Bafna’s pitch becomes more interesting when he explains which questions remain.
A classroom with something at stake
The same attention to practical knowledge appears in Outamation’s partnership with Extern. On October 13, 2026, the company reported that 4,046 students from 934 schools and 59 countries had participated across two AI externship programs. The scale is striking; the assignments explain more about the intent.
Students worked with sample mortgage documents created for training. They classified documents, extracted information with Python, compared models, and built tools. A seven-week foundational program introduced AI, natural language processing, and computer vision. A five-week advanced program included fine-tuning models and building agents for document workflows.
Chief AI officer Nirmal Patel led program design for Outamation, with leadership and support from Kamdar. The curriculum paired mortgage specialists with AI engineers. Advanced participants presented recommendations to company stakeholders, comparing accuracy, cost, and ease of use. Making something work was one assignment. Explaining why someone should choose it was another.
Bafna’s explanation was that AI skills need industry knowledge beside them. His earlier mentoring comments similarly emphasized critical thinking and care in regulated settings. The company and Extern have announced plans for another program that evolves with the technology. There is an appealing consistency here: the founder concerned with connecting tasks is also interested in connecting different kinds of expertise.
Preparation, with the camera on
On the Flex Forward podcast in August 2026, Bafna discussed preparing before an opportunity arrives. That included investing in capabilities and earning certifications before customers demand them. He also described Beacon BCMS, a business continuity platform that grew from tools his team had developed for its own use.
His discussion of customer control over data adds another piece to the picture. Value should come from solving the customer’s problem, rather than making departure difficult. Together with incremental implementation and advance preparation, that position suggests an operating preference: earn the continuing relationship through useful work.
The Heathrow story gives continuity planning its human scale. Someone needs to know what to do next, and the answer must reach the person who can help. An internal plan and a passenger’s experience can be separated by a remarkably small sheet of paper.
Building something that outlasts a product
Bafna’s education work extends beyond technical training. He co-chairs the Jain Education and Research Foundation, which supports Jain studies professorships at Florida International University and the University of North Texas. He also serves as Secretary General of JITO USA, a network concerned with professional collaboration, economic opportunity, and community service.
In 2025, he and fellow JERF co-chair Nirmal Baid contributed a foreword to Samyak, an undergraduate journal of Jain studies. They welcomed a platform for student scholarship and described generosity, pluralism, and compassion as guiding values. Their support placed those commitments inside an academic institution where students could examine and discuss them.
It is a different kind of institution-building from a software company. A professorship supports teaching and research over time. An open-access undergraduate journal makes room for younger scholars to contribute. Across those commitments and the externships, Bafna keeps appearing in settings where knowledge is supposed to pass to someone else.
Learning to leave room
That transfer has become part of how he describes leadership, too. In an October 2026 conversation on Go Beyond with Charles Scott, Bafna discussed moving from driving everything himself toward coaching talented colleagues. Strategy, relationships, and sustainable growth were becoming more central to his own attention.
He had previously argued that digital change needs participation from employees throughout an organization. He also questioned leaders’ reluctance to admit when their own initiatives need correcting. Those observations give his enthusiasm for incremental improvement a personal edge. The person in charge must be capable of revising the plan as well.
For a founder working on bottlenecks, learning when to step back is a fitting assignment. His public ambitions combine connected systems, accountable decisions, and people equipped to use them. The recurring question is practical enough to survive a product demo, a classroom, or a stranded journey: who can move the work forward from here?