The 4 Questions Startups Should Ask Themselves about Building with Generative AI

There are 4 questions a startup should ask themselves about building a startup that uses generative AI.

I presented those questions & my views on their answers at Saastr’s Workshop Wednesday.

I had a blast putting this deck together. I started with a few sentences, uploaded them to gamma.app to outline the presentation, popped over to Midjourney to generate images along the story line, & published it in IA Presenter.

The video is here. The last slide contains the prompts for the images in the presentation.

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Theory

I’m thrilled to announce the debut of Theory Ventures & our first fund of $230m.

I’ve spent my career as a student of startups. I’ve worked for two, invested in many, seven of which became unicorns. I study them, benchmark them, analyze them, interview their leaders to understand their mechanics & share what I’ve learned on this blog.

The throughline of my work has been in identifying technological discontinuities that enable go-to-market advantages, & it’s patently clear to me that we are in the midst of another revolution now.

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The Change in Burn Multiple for Startups in 2023

Burn multiple measures the capital efficiency of a startup. Burn multiple calculated like this : net burn divided by net new ARR. Startup burn multiples have changed markedly in 2023.

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Companies with more efficient burn multiples between 1-2 plan to increase their net burn per new dollar of bookings by between 14-40%. In contrast, startups with higher operating expenses will reduce their burn multiple by 34-70%. The average startup with a burn multiple of 5 plans to reduce to 1.5.

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Usage as the Moat in AI

As generative AI captivates Startupland, startups will do what they have always done: integrate new technology to build transformative businesses.

Incumbents have seized the moment with Microsoft, Adobe, & others integrating generative AI into their products quickest.

In response, startups must develop moats to stake out their market. What are these moats?

At the moment, capital & technical expertise create competitive advantage. Models require millions of dollars & technical expertise to deploy: document chunking, vectorization, prompt-tuning or plugins for better accuracy & breadth.

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The Typical Startup Saw a 24% Increase in Sales Cycle in 2023

Sales cycles shifted dramatically in 2023. Slower sales cycles create pipeline shocks & startups are feeling the impacts.

The average startup saw a 24% increase in sales cycle from early 2022 to 2023. 60 day sales cycles are now 75 days.

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But the latency isn’t evenly distributed. Startups selling to enterprises have increased 36%, twice those of Mid-Market & SMB focused companies. This figure is statistically significant with a p value of 0.0005.

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The Hardest Round to Raise in 2023

The hardest round to raise so far in 2023 is the Series B. Although, all the early & mid-stage rounds have fallen to levels not seen for 5-10 years. image

Q1 volumes by year show broad declines across early-stage venture capital. Seeds peaked at 1500 in Q1 of 2020 falling to 155 in Q1 of 2023.

“year over year changes in rounds”

Seeds fell 64%; As 68%; Bs 86% & Cs 80% of last year’s round counts.

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How to Build Your Startup like Google & Stripe

In late 2021, Office Hours welcomed Claire Hughes-Johnson, former Stripe COO & VP at Google. During that session, she alluded to a book sharing her expertise in building exceptional teams at two of the most successful startups.

That book, Scaling People : Tactics for Management & Company Building. is a book a management team could take to an offsite to develop or re-imagine the entire operating system of a business.

The book starts with a company’s founding documents, expands to the operating cadence, and culminates in the business’ operating system.

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Take a Breath

Within the span of a few days, Startupland has experience an extraordinary set of events. The collapse of Silicon Valley Bank & 2 two others, then the intervention of the US Treasury to backstop deposits.

During that time, founders & management teams responded with tremendous fortitude under pressure, developing contingency plans to assure the success of their businesses - yet again!

It was an inspirational moment - and a challenging one.

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2023 Go-to-Market Survey - Understanding How Startups Have Shifted in 2023

With all the broad macro economic shifts, startups are pursuing their core markets much differently in 2023 than in 2022. To illuminate those trends, I’ve constructed a brief, 28 question go-to-market survey here..

My goal is to understand how startups have evolved their sales, marketing, customer success, and cash management from the go-go days of early 2022 to 2023. Then to publish the results & answer questions about them at an upcoming Office Hours.

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How ChatGPT Will Restructure Engineering Teams & Create Opportunity for Startups

As machine learning becomes core to every product, engineering teams will restructure.

In the past, the core engineering team & the data science/machine learning teams worked separately. The core engineering team ships the product & focuses on reliability.

For most companies, the data science team analyzed data & wrote machine learning models to support the business functions : sales, marketing, customer support. These teams operated downstream of the data warehouse. But they are movin’ on up to work on products in front of the data warehouse.

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