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Tomasz Tunguz - Twitter

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As models & controls improve, SaaS orchestration through natural-language APIs will massively improve productivity.

June 13, 2023, 4:09 p.m.

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Potential errors could be grave (imagine updating all Hubspot CRM records’ owner to a current user). Monitoring, testing, & rollback/undo buttons will be critical.

June 13, 2023, 4:09 p.m.

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If everyone in a company will have the power to orchestrate software through a natural language API, they will also require equivalent tooling for application development.

June 13, 2023, 4:09 p.m.

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Over the past few decades, developers have built systems like this for code : code review, testing, monitoring, isolation.

June 13, 2023, 4:09 p.m.

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How would security leads ensure the workflow is executed by an authorized person, on permitted data, using sanctioned models, & the process complies with international data regulations? Second, English APIs (aka LLMs) are probabilistic. They err, just like humans.

June 13, 2023, 4:09 p.m.

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"Find my top 10 expansion leads this week from Hubspot, then collect their logos, & for each one create an image in Adobe Firefly that puts the company’s logo on a racecar alongside my company’s logo as an attachment to the email.

June 13, 2023, 4:09 p.m.

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Then draft an email to each prospect using data from their customer support tickets & save them in my drafts folder." That’s a level of automation rarely seen within the enterprise without custom coding. That workflow alone - if it worked - might save a day’s work.

June 13, 2023, 4:09 p.m.

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Examples like thees illustrate conceptually how AI could unlock 1000x the GDP growth of the PC. This vision glosses over many important considerations. First, data security & data loss prevention.

June 13, 2023, 4:09 p.m.

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Anyone can write English to enter some input (e.g., “What are my top leads for this week?”) & receive an answer. When every major SaaS application has an English-language API, users of all kinds will be able to ask & receive answers of their applications.

June 13, 2023, 4:09 p.m.

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That is a meaningful innovation. English language APIs allow for another layer of abstraction. Imagine being able to write :

June 13, 2023, 4:09 p.m.

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What do all of these launches & many other similar ones have in common?

June 13, 2023, 4:09 p.m.

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What if Every SaaS App Spoke English? In the last month, The largest SaaS companies in the world have released English-language APIs. Hubspot launched ChatSpot. Zendesk AI automates customer support. Salesforce launched AI Cloud. Adobe’s released Firefly.

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June 13, 2023, 4:09 p.m.

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Web3 startups will sell software to web2 buyers & in the process become web2 SaaS businesses with unique & defensible architectural advantages & a different capital structure.

June 9, 2023, 1:52 p.m.

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Web3 software & infrastructure companies yearning to thrive will need to look beyond the web3 buyer base to new markets with larger willingness to spend. The cloud (web2 software & infrastructure) has captured 40%+ of a $1.5t annual spend on software.

June 9, 2023, 1:52 p.m.

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But web3-to-web2 sales must be the future for companies to scale. In that transition, web3 software & infrastructure companies will shed their language of wallets, blockchains, & tokens for terms most buyers understand : accounts, databases, & credits.

June 9, 2023, 1:52 p.m.

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Those billions are the future of web3 startup growth. Web3 has created novel technologies that custody data, enable faster & more secure ways of moving money, guarantee provenance, & enable proofs of many things (identity, funds, insurance, presence to name a few).

June 9, 2023, 1:52 p.m.

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If the current pace continues, web3 startup fundraising will fall by 73% in 2023. The absence of those dollars will flatten & shrink the already modest addressable market for web3 software & infrastructure.

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June 9, 2023, 1:52 p.m.

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In the mid-2010s, every web1 company became a web2 company. This time it’s different. Many web3 companies will become web2 companies, too. Why will web3 companies dress like SaaS mutton?

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June 9, 2023, 1:51 p.m.

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A mental model like this should guide both software procurement on the buyer side & product management on the vendor side especially in an procurement environment where every software vendor must justify their cost-savings or revenue increase.

June 2, 2023, 9:30 a.m.

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There will be exceptions, especially where a user base is predominantly individual users or the willingness to pay for the software outweighs the productivity gains.

June 2, 2023, 9:30 a.m.

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This 2x2 matrix captures these ideas. Startups should focus on AI for Execs (perhaps why legal has been a heavily funded category) & AI for common workstreams (code autocompletion).

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June 2, 2023, 9:30 a.m.

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This thought experiment highlights a few ideas to validate : 1. AI initiatives focused on cost-reduction should start with engineering.

June 2, 2023, 9:30 a.m.

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AI’s contribution to engineering productivity is 5x+ greater than other teams because of the scale of the gain & the company’s team composition.

June 2, 2023, 9:30 a.m.

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Workstreams within SaaS companies are specialized : content marketing, a valuable GTM strategy for many businesses, represents a low-single digit percentage of the employee population.

June 2, 2023, 9:30 a.m.

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3. AI startups building next-generation offerings should prioritize common workflows shared across a significant fraction of the employee population or workflows for highly paid employees.

June 2, 2023, 9:30 a.m.

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