It’s tough for startups – with shorter capital runways and track records – to work with the long sales cycles, aging systems and bureaucratic requirements of cities. And governments often find themselves frustrated, working with legacy systems that need the support of new technology to keep up with the increases in urbanization and use of services. But these startups have amazing solutions for cities, and in San Francisco, the Mayor’s Office of Civic Innovation implemented their new Startup in Residence (STIR) Program