Customer Data is keyWhile collaboration with customers is important for any company, it is especially tricky for startups creating “intangible” products like software. These companies often need access to customer data to test their algorithms and prove their value. Early customer partnerships are crucial for all types of software startups: from environmental services (like Reflow and Renable), to Diversity-Equity-Inclusion services (like Develop Diverse), and from smart buildings (like Climify), to big-data analytics (like Dataverz). For university startups, like Climify and Dataverz from DTU, the universities themselves often become important partners, providing resources to validate and commercialise their new services. Many of these B2B startups also join accelerators and university entrepreneurship programs to tap into local innovation networks.
What about startups using AI (machine and deep learning) in their B2B services?
They are different from other software companies in several key ways. First, they need a founding team with strong AI skills beyond software skills. Some companies show off these capabilities with new leadership roles like “Chief AI officer” or job titles like “NLP engineers” or “Director of Machine Learning”. These positions help signal the importance of AI talent and build trust with customers and investors like the Brazilian AI-fintech scaleup Traive.
Benefitting from collaborationsAI services also tend to be tailored to specific industries due to the specificity of the data infrastructure, regulations, ethical considerations, and business needs. For example, AI for fintech is quite different from AI for aerospace or AI for healthcare. Therefore, AI startups may especially benefit from engaging with multiple stakeholders – government, regulators, universities and business customers – to train and test their software, and to build trust.
A good example is Merlin, a Boston-based scaleup developing AI pilots for autonomous flights using a strong AI-software team. To test, validate and certify their software, they work with many different stakeholders: universities, industry regulators, the government and both military and commercial airlines. Merlin’s business team, led by its CEO and key employees, is experienced in dealing with each of these groups, showing how important it is to have strong external leadership.