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And given what little we knew when we started Kite in 2014, I can only look back with love on our courage to take the risk. It’s too easy to make the mistake of using 20/20 hindsight to second-guess past decisions. While I believe in taking responsibility and learning from failure, I do not believe in regret. We ran the experiment, and despite great efforts on everyone’s parts, the experiment did not work.

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We took a chance that we could dramatically accelerate the rate of software development in the world. But we wanted to contribute to the world in a special way, and did so at Kite through our herculean efforts and by taking the risk that our project might not work out. Our team came from top backgrounds, and recruiters called us all the time with larger roles and offers elsewhere. We took below-market salaries to extend our runway and worked long days, especially in the first half of our company’s life. We made innumerable sacrifices to build Kite. Every day is an act of optimism and selflessness contribution to the world. To the team: It’s incredible how much life force goes into making early-stage startups move forward. I am thankful to live in a world where investors take such risks, because this risk-taking is a necessary ingredient of progress. I know that our investors will continue funding new businesses, even if a large percentage don’t work out. To our investors: thank you for your belief in us, and I’m sorry it did not work out. In committing their capital, investors made it possible for us to attempt to build Kite. The human sideĪfter describing the trajectory our business took, I would like to recognize the courage put into pursuing this journey, from users, team, and investors alike.

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We did a lot of customer discovery, and found a new direction - code search - that could leverage our AI technology and bottoms-up developer footprint.īut after seven years of intense work and early-stage-startup stress, our team was too tired to pursue that pivot, and we decided to find a soft landing. making their developers 18% faster when writing code did not resonate strongly enough. Their manager might, but engineering managers only want to pay for discrete new capabilities, i.e. Our diagnosis is that individual developers do not pay for tools. Our 500k developers would not pay to use it. Then, our product failed to generate revenue.

We executed very well here, and grew our user base to 500,000 monthly-active developers, with almost zero marketing spend. It took many iterations and heavy engineering lifts to get there. We did not reach product-market fit until 2019, five years after starting the company. We sequenced building our business in the following order: First we built our team, then the product, then distribution, and then monetization.īecause our product was very difficult to build, we began by building a world-class engineering team. We failed to build a business because our product did not monetize, and it took too long to figure that out. Nonetheless, we could have built a successful business without 10×’ing developer productivity using AI, and we did not do that. It may cost over $100 million to build a production-quality tool capable of synthesizing code reliably, and nobody has tried that quite yet. We made some progress towards better models for code, but the problem is very engineering intensive. The largest issue is that state-of-the-art models don’t understand the structure of code, such as non-local context.

As of late 2022, Copilot shows a lot of promise but still has a long way to go. You can see this in Github Copilot, which is built by Github in collaboration with Open AI. We built the most-advanced AI for helping developers at the time, but it fell short of the 10× improvement required to break through because the state of the art for ML on code is not good enough. While we built next-generation experiences for developers, our business failed in two important ways.įirst, we failed to deliver our vision of AI-assisted programming because we were 10+ years too early to market, i.e. Thank you to everyone who used our product, and thank you to our team members and investors who made this journey possible. We have stopped working on Kite, and are no longer supporting the Kite software.

From 2014 to 2021, Kite was a startup using AI to help developers write code.