The Five Year Desert to Product Market Fit and a $5.3BN Valuation | Shiv Rao, Founder @ Abridge

Company Overview and Founding Journey

• Abridge, a company founded in 2018, has achieved a $5.3 billion valuation and is considered one of the hottest companies in AI, particularly in vertical AI, after going through a five-year period of challenges 10s.
• The company's success is attributed to its strong thesis about the market, which is that healthcare is about people having conversations, and this signal can power a whole new set of rails in the industry 2m6s.
• The founder of Abridge believes that great CEOs are motivated by either the fear of losing or the thrill of winning, and they are motivated by the thrill of winning, enjoying high-stakes games and trying to build something big 42s.
• The company's journey to success was not immediate, with a five-year period of challenges, but the founder's resilience and belief in their thesis kept them going, with the understanding that the technology and market would eventually be ready 2m6s.

Core Thesis and Resilience in the Face of Challenges

• The founder was willing to pivot on specific products and go-to-market strategies but was not willing to move away from their core thesis that healthcare is about people having conversations 4m30s.
• The company's values include the idea that you have to taste good things to have good taste, and the founder believes in staying true to their vision and being prepared for when the market is ready 10s.

Entrepreneurial Philosophy and Market Fit

• The approach to entrepreneurship involves being passionate about an idea and having the willingness to shut it down and start something new if it does not work out, with the goal of finding the right market fit 10s.
• Market timing and fundraising are significant concerns for founders, and the fundraising environment was not easy but manageable when the company raised $5 million on a pre-money valuation of $15 million in 2019, with the help of investors like Union Square Ventures (USV) and Andy Viceman 2m6s.
• The concept of "founder partner fit" is crucial, where the chemistry between the founder and the investor is essential, and this was the case with USV and Andy Viceman, with whom there was a strong connection due to shared interests and values 4m30s.

The Role of Taste and Decision-Making in AI

• The idea of "taste" is seen as a key differentiator between humans and AI, and it involves being able to see patterns, put things together in interesting ways, and make decisions that feel authentic and represent the human behind a product 10m30s.
• The company values include the idea that "you have to taste good things to have good taste," which means being discerning and exposing oneself to various experiences and knowledge, such as reading the latest research papers and staying up-to-date with the latest UI/UX patterns 14m20s.
• The importance of being open to new experiences and knowledge is emphasized, but it is also necessary to be discerning and not feel obligated to "taste everything," with the goal of developing good taste and making informed decisions 16m40s.

Culture and Innovation in Company Building

• The best companies are creating culture, and to do so, they must be at the edge of culture, which is where the most innovative and impactful ideas are born, and this is particularly relevant in the context of healthcare and technology 10s.
• Strong opinions that are loosely held are important for growth and learning, and one example of a loosely held opinion that has shifted over time is the idea of how far and how quickly a company can expand, with the realization that priors and expectations can change rapidly 42s.
• The journey to success is not just about the company, but also about the partners and the movement being created, and it feels like being part of something bigger than oneself, with a sense of gratitude and perspective, but also a constant drive to improve and grow 2m6s.

AI Adoption in Healthcare and Market Segmentation

• As a founder, it is unlikely that one can ever be fully satisfied, as ambition and the desire to build something bigger and better are always present, and the scope of what is possible can change over time 4m6s.
• The adoption of AI in healthcare is similar to the adoption of AI in law, with every single health system and doctor wanting to use AI to stay relevant, and having a platform like Abridge is becoming table stakes for healthcare systems, especially in the outpatient space 6m10s.
• In terms of go-to-market strategy, what was not expected was the importance of segmenting the market carefully, as healthcare is not one single market, but rather a collection of different markets, and targeting the right segment, such as clinicians and doctors, is crucial for success 8m30s.
• The concentration of doctors in large care delivery systems, such as integrated delivery networks or academic medical centers, means that getting to these systems quickly is essential for achieving huge ambition and making a significant impact in the healthcare industry 10m40s.

Timing, Technology, and Evolution in Vertical AI

• Many healthcare founders fall into the trap of staying down market and not timing their attempt to move up market correctly, but things worked out for Abridge due to a combination of factors, including the pandemic, burnout among doctors and nurses, and the emergence of new technology like AI 10s.
• Being first in vertical AI is critical, but being early can also mean being wrong, and it's essential to be resilient and adapt to changes in the market, such as the development of new technologies like transformer paper and LLM 2m6s.
• There are different variants of AI native companies, including post-transformer paper, pre-LLM, and post-LLM, and companies need to evolve quickly to become the latest variant and stay competitive 2m6s.

Competitive Strategy and AI Integration

• To compete with foundation models, Abridge focuses on collaborating with them and leveraging the tailwinds they create, rather than trying to fight against them, and the company believes that its proprietary data sets and regulated industry expertise give it a competitive edge 4m42s.
• Abridge views itself as an AI company serving the healthcare industry, which is a significant part of the US economy, and believes that it can go deep into the enterprise side of the spectrum and build proprietary workflows that are hard to replicate 6m0s.
• The company's goal is to create a significant impact, and it has been successful so far, with a valuation of $5.3 billion, and it continues to evolve and adapt to changes in the market to stay ahead of the competition 10s.

Product Development and Model Optimization

• Scaling quickly is crucial as it enables the company to build more products, increase surface area, and learn from user edits on a daily basis, allowing it to be useful for different types of doctors and settings, as well as various spoken languages 10s.
• About 40% of the company's model outputs are generated by in-house models, which can vary from month to month, and this percentage is expected to change as the company distills new open-source models and fine-tunes them 42s.
• The company expects to increase its use of in-house models over time, especially for tasks that can be solved relatively easily, as this allows for faster and more optimized performance, as well as cost savings 2m6s.
• For more complex challenges that require continuous improvement, the company may choose to ride the frontier wave, as the market cares about ongoing progress and perfection may not be achievable 2m6s.
• The decision to build in-house models was driven by the need for low latency and fast performance, as milliseconds matter in workflow, especially for doctors who have no patience for new technology, and the company aims to provide a seamless user experience 4m30s.
• The company's goal is to be like "good air conditioning" that is in the background and allows users to focus on more important things, which requires being in workflow and providing insane performance and latency, something that was not achievable with frontier models 6m10s.

Model Selection and Performance Prioritization

• The development of a product started with focusing on the end user, specifically doctors, to deliver value in high-stakes workflows such as approving orders or putting in the right visit diagnosis before a patient leaves the room, with quality being a crucial part of it 10s.
• The relationship between the company and models like Frontier and open-source models is dynamic, with the goal of providing the best user experience, and the company has no pride of ownership, using whatever gives the best results 42s.
• The company's reliance on Frontier or open-source models has changed over time, with a focus on cost-consciousness, but currently, the output difference between the two is not a concern, although it might be in the future 2m6s.

Public Market Considerations and Investor Relationships

• The company's approach to going public is that it will happen when it gets in the way of creating more impact, and currently, they can raise money in private markets to serve their mission, with one of their investors, Henry Kravis, advising them not to think about going public unless necessary 4m30s.
• One of the biggest barriers to AI progression in large enterprises is data cleanliness and structure, which is a significant issue in large healthcare organizations, making it difficult to integrate AI into specific workflows in a compliant way 8m10s.
• The opportunity for vertical AI is significant, as seen in announcements from OpenAI and Enthropic, and partnerships with big private equity groups, which highlights the need for companies to help large enterprises clean, organize, and integrate their data 10m0s.

Data Challenges and Enterprise AI Integration

• Building a machine that can handle various types of healthcare data, such as behavioral health information and internal medicine data, requires a lot of effort and scalability, and it is crucial to treat different types of data differently 10s.
• To be successful in selling to enterprises with AI tools, it is not necessary to have a full-time employee (FTE) process, and the initial focus should be on creating a product that fits the needs of the healthcare system, such as automating notes and orders, which are tasks that doctors hate doing 1m5s.
• The first product should be something that is everywhere in healthcare, such as a note, and then scale from there, and the goal is to create value by automating tasks that doctors dislike, such as placing orders and billing 2m6s.

Workflow Automation and Enterprise Value Creation

• Clinicians are not compensated for the care they deliver, but rather for the care that they document, so it is essential to approach note generation architecture deliberately to create a workflow that can be extended into the CFO's world 4m30s.
• To fulfill enterprise value, it is necessary to move closer to the flow of money, and this involves recognizing that notes are actually going to end up being bills, and approaching the note generation architecture in a way that resonates with different stakeholders, including the CMIO, CIO, and CFO 6m20s.
• Competing with established companies like Epic requires a deliberate approach to creating value and automating tasks that doctors dislike, and it is essential to recognize that notes are a critical part of the healthcare workflow and can be used to create bills 8m50s.
• The company is not competing with Epic, as it is building on top of existing electronic medical records, specifically focusing on the intelligence layer, using conversations between doctors and patients as the wedge to capture valuable information 10s.

Founding Mistakes and Strategic Pivots

• The foundation of the company is based on the idea that the conversation between the doctor and patient is a critical moment in healthcare where value is exchanged, and being able to capture this conversation in a clinically useful and compliant way is key 42s.
• With the benefit of hindsight, it might have been better to double down on research during the pandemic, rather than trying to build a direct-to-consumer app, and the company could have spent more time on R&D to figure out models and business models that could work 2m6s.
• The company initially built a direct-to-consumer app to allow patients to record and capture conversations with their doctors, but this might have been a strategic mistake, as it was challenging to build a trustworthy company that could transition to the enterprise side 4m30s.
• The company has learned from its experiences and is now getting back to focusing on the patient side, using AI to serve both doctors and patients, and provide them with agency and control over their healthcare stories 6m15s.
• The company's initial business model was not ideal, as it involved selling sensitive information, and a pivot was necessary to focus on revenue generation 10s.
• The company underwent significant pivots, not only in go-to-market strategy but also in its business model, and it is essential to remain strong in the company's thesis while being open to changes 42s.

Pricing Models and Market Positioning

• Consumption-based pricing is not a new concept, as companies like Twilio have been using it for a while, and CFOs often prefer this pricing model as it provides cost clarity 2m6s.
• The company started with a simple enterprise licensing model but has since established itself as a unique entity with a different offering, and it no longer views bundling as a significant threat 2m6s.
• The company has managed to carve out its own category in the market, which has resonated with customers, and its product has become an essential tool for many users, with some even using the company's name as a verb 4m30s.
• The company's competitive positioning and simple pricing model have contributed to its success, but it is essential to continue learning from other companies and adapting to changing market conditions 6m15s.

Founder Advice and Competitive Strategy

• Founders should focus on their own goals and priorities rather than constantly comparing themselves to competitors, and it is crucial to be unwaveringly focused on their own vision and product 10m30s.
• When advising founders, it is essential to encourage them to stay focused on their own race and not get distracted by competitors, and to prioritize their own product and vision above all else 12m45s.
• To compete against big companies, it is essential to focus on your product and keep in mind what the competition is doing to position and counterposition effectively, taking advantage of the soft spots that big companies often have 10s.
• Counterpositioning means building a product in a way that the competitor cannot build without hurting their current business, which can prohibit them from directly competing 42s.
• The company does not make money by selling data because trust is crucial in the healthcare industry, and it takes a long time to build trust, but they have been able to build it up relatively quickly in four years 2m6s.

Data Ethics and Trust in Healthcare AI

• There is a moral question about using healthcare data for the greater good, such as creating a model that can empower frontier models to create better models for global healthcare services, but it requires careful consideration of stakeholders and partnerships 4m30s.
• When building new features that leverage data, the company's approach is to "earn the right" by getting approval from health system partners in advance and ensuring that everyone is on board 6m15s.

Talent Acquisition and Research Capabilities

• Having access to a talent pool of the best researchers and engineers is more valuable than having access to frontier models before anyone else, as it allows the company to build its own models and primitives 9m45s.
• The talent marketplace is highly competitive, but the company's purpose and meaning can attract top talent, as it offers the opportunity to work on a scale and make a significant impact in the healthcare industry 12m10s.

Healthcare Transformation and AI Impact

• The goal is to achieve deflationary economics in healthcare, which not only represents a significant portion of GDP but also aims to save lives and help clinicians feel like superheroes by providing them with cues on questions to ask and diagnoses to consider, using context engineered from various systems of record and conversations 10s.
• The use of context and engineering to provide cues for clinicians is a differentiated approach, unlike many clinical decision support products, and the company is working to automate tasks that clinicians currently have to perform, such as pre-charting, note creation, and billing 10s.
• There are certain tasks, such as high-frequency, low-stakes care, that can be automated, like medication refills, but as the complexity of care increases, human judgment and expertise are necessary, and the company is focused on automating tasks that free up clinicians to focus on more complex care 2m6s.
• The healthcare system is not prepared to meet the upcoming tsunami of healthcare needs, and the company is working to address this by automating certain tasks and providing support to clinicians, but not replacing them, as clinicians are essential for providing high-quality care 2m6s.

Future of AI and Healthcare Workflows

• According to an article by Goldman, agents are expected to increase token consumption by 24x within a 5-year period, which may be directionally correct, as the use of technology can lead to increased consumption and automation of tasks, especially in areas where humans may not be sufficient 2m6s.
• The hardest role to hire for is getting high-judgment executives into the company, as it is critical for the company's success, especially during this unprecedented moment, and the company is looking for executives who can provide strategic direction and leadership 2m6s.

Leadership and Executive Hiring

• The time between a decision and an action is getting compressed in product development, and every layer of the company is getting compressed, making it essential to have high judgment people and incredible executives 10s.
• Founder mode is about taking on tours of duty, depending on what's on fire inside the company or what's the most important thing, and doing what you're best at to crush the challenge, without necessarily getting into details and micromanaging 2m6s.
• Jensen Huang, one of the investors, once called to discuss a challenge, and the lesson learned was that one's job is to fall in love with whatever the job is, and to find a way to bend your DNA to love the new requirements, such as living on airplanes 4m30s.

Adaptability and Executive Culture

• The importance of being able to adapt and find ways to enjoy new responsibilities, such as living on airplanes, which was not something that would have been considered 5 years ago, but is now a necessary part of the job 6m20s.
• There are still areas where improvement is needed, such as HR reporting, which is not an area where the person feels they are operating at their best, and is something that needs to be worked on 8m40s.
• The company has a policy of being in the office 3 days a week, which is still being adjusted to find the sweet spot, especially for folks who have to travel long distances to get to the office 12m10s.

Workplace Culture and Operational Policies

• The benefits of being in the office, such as being around people and using whiteboards, are valued, but it's also important to consider the benefits of remote work and find a balance that works for everyone 14m20s.
• The importance of in-person time is emphasized, as it is believed to be better for the company, and a top-down 996 culture is not adopted, with the company currently having around 450 people 10s.
• It is suggested that having only A-players at a company of 450 people is possible, and it requires everyone in the company to continually assess and reassess their bar to ensure everyone is meeting the standards 42s.
• The founder stopped meeting every new employee around the 100-employee mark, and advises other founders that there is no playbook for this, but rather it depends on the executives and culture of the company 2m6s.

Company Culture and Hiring Philosophy

• A unique cultural element is the "Titanic rule," which requires employees to respond to messages within three hours, driving efficiency and urgency 4m30s.
• Another important cultural aspect is looking for people with a strong sense of mission and drive, often referred to as having "chips on their shoulders," which can be difficult to assess but is crucial for the company's success 6m15s.
• The concept of being a "wartime CEO" is discussed, with the belief that in today's fast-moving market, there is no such thing as a "peace time CEO," and that competing and adapting is essential for survival 8m45s.

CEO Role and Company Evolution

• The founder expresses agreement with the idea that when the founder transitions out of the CEO role, it's time to leave the company, and believes in investing in companies with this mindset 10m30s.
• The most challenging stage of company development is often considered the period where there is no pressure, as it can lead to complacency and a lack of dynamism, with the company's mantra being "pressure makes diamonds" 10s.

Financial Management and Investor Relations

• To prevent expenses and budget from becoming too loose after raising a large round of funding, such as the $300 million raised about a year ago, it is essential to hire principled finance leaders who can work together to unpack the company's goals and prioritize spending 2m6s.
• The hardest round to raise was the series A1, which was a weak round due to the company's weak spot at the time, but investors like USV, Bessemer, and Winnington Ventures believed in the company's potential and invested in subsequent rounds 4m30s.
• The company has a valuation of $5.3 billion and has raised significant funding from various investors, including USV, Bessemer, and Pillar, with Winnington Ventures investing in a round alongside USV and Bessemer 6m20s.
• There is no concern about becoming the jewel in a VC's portfolio, as the focus is on doing the job and delivering results, rather than worrying about the pressure or attention from VCs, and the power transition from VC to founder is noticeable, with invitations to speak at events and participate in LP meetings 8m40s.

Personal Life and Leadership Balance

• The company's founder has a strong focus on the business and has other responsibilities, including being a parent to three children 10m50s.
• Being a great CEO and a great parent requires trade-offs and sacrifices, and it's essential to be aware of what you're giving up, with a high-level perspective focusing on purpose, perspective, and gratitude 10s.
• The importance of family is a top priority, and despite a busy schedule, such as traveling five days a week, it's crucial to make time for loved ones, like spending Saturdays and Sundays with family 42s.
• There are times when certain events or activities cannot be missed, such as a weekly marathon walk with a family member, and it's essential to prioritize these events 2m6s.
• Living in a specific location, like Pittsburgh, can be due to various reasons, including aging parents, and it's a privilege to be able to spend time with them and bring the kids to visit 4m30s.

Startup Location and Talent Strategy

• The opinion that San Francisco is the worst place to start a company due to talent acquisition and retention challenges is not shared, as the area offers a unique concentration of people, ideas, creativity, and energy 6m40s.
• Starting a company in a different location, like Pittsburgh, and then moving to a hub like San Francisco at the right time, can be beneficial, providing access to talent, mentorship, and ideas 8m20s.

Reflection and Organizational Evolution

• Reflecting on the past 12 months, it's an opportunity to discuss changes in perspective or opinions, and what has been learned or adjusted 11m30s.
• The company is expected to become a very flat organization in the near future, with fewer managers and more individual contributors taking on additional responsibilities, allowing everyone to move in lockstep and be coordinated in a way that was previously impossible 10s.

Versatility and Career Advice

• The importance of being full-stack is emphasized, with the advice to graduates being to take on multiple roles, such as a marketer who creates copy and edits videos, in order to be highly versatile and valuable 42s.
• One of the most generous things that has happened is people betting on the company early on, when there was little to show for it, which has had a significant impact on the company's growth and development 2m6s.

Investor Influence and Company Perception

• The concept of kingmaking, where an investor's brand denotes a winner in a space, is more related to the placebo effect and psychology, making the company feel inevitable and confident in its mission 2m6s.
• The mission to make healthcare cheaper, better, and faster is considered inevitable, but the company is in a competitive environment and needs to work hard to achieve its goals in the next two to three years 4m30s.

Investor Relationships and Leadership Insights

• If a new company were to be started, the investor that would be chosen to join is El Gil, due to his wisdom, ability to provide valuable insights, and experience in taking companies to various stages 6m15s.
• One of the biggest lessons learned from El Gil is the importance of corporate development and how to do it effectively, including having a dedicated team and being binary in the approach 8m10s.
• The most underappreciated CEO today is considered to be Ron, the CEO of Costco, who has managed to grow the business while maintaining a strong culture and legacy 10m30s.

Future of Healthcare and AI Disruption

• Looking ahead to the next 10 years, the focus is on healthcare, which is considered a highly dysfunctional market that needs innovation and disruption to make it more efficient and effective 12m40s.
• The healthcare system in the United States is misaligned, with providers, health systems, and insurance companies often working against each other, and also misaligned with the people who matter most, the patients, similar to the concept illustrated by Conway's law, which states that organizations build systems that reflect their own structure 10s.
• The opportunity presented by AI is not just to deploy the latest models, but to change the business model of healthcare, which is currently happening and will continue to do so in the future, with potential changes visible on both ends of the spectrum 42s.
• The future of healthcare may involve the use of AI doctors and automation of high-frequency, low-stakes workflows, but when patients are seriously ill, they will still want to see an expert, and new models will emerge that align and incentivize prevention, focusing on care rather than just treating sickness 2m6s.
• The goal is to move towards a system that prioritizes prevention and care, rather than just treating illnesses, and this change is expected to start happening within the next 3 to 5 years, rather than being a 10-year horizon 2m6s.