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This is a chart of many recent AI models’ performance according to a broadly accepted benchmark called MMLU. 1 MMLU measures the performance of an AI model compared to a high school student.
What happens when Facebook’s open-source model & Google’s closed-source model that powers Google.com & OpenAI’s models that power ChatGPT all work equally well? Computer scientists have been challenged distinguishing the relative performance of these models with many different tests. Users will be hard-pressed to do better.
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LLMs need data. They compress this it & reconstitute it to answer user queries. At Reddit, like many sites on the Internet, the content changes often. Users want to search the data for product reviews, travel recommendations, facts, & fun (the latest memes). Google isn’t the only one after this data : OpenAI & other providers are also brokering direct deals with Internet publishers.
Data sales invert the business model of the Internet.
Instead of Reddit building product experiences that create good advertising data to earn more on ads, Reddit will launch product experiences that produce more valuable data to feed to LLMs. The LLM vendors should pay more for better data.
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Rathod-Papier and a16z declined to comment on the move.
Brex CFO Ben Gammell told TechCrunch that her departure was “amicable,” adding that Rathod-Papier “made invaluable contributions to financial management and compliance during her time at Brex” and that she helped position the startup “well for growth” in its next chapter.
Angela Strange and Anish Acharya in 2022 about the firm’s strategy in the space. The firm’s non-crypto high-profile fintech investments include Wise, Affirm, Deel and Greenlight, among others.
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Accountants have to rifle through large amounts of unstructured data to perform audits or even just to find answers to their questions. Kevin Merlini, the co-founder and CEO of Materia, left the field for that very reason and is now working to reduce that burden for other accountants.
Because of that, it can automate and augment the mundane and tedious parts of an accounting audit so accountants can focus more on high-risk areas that need special attention. It also offers a way for accountants to easily search across their firm’s data and documents to get answers.
“Accounting professional services has been interesting because it is almost underlooked, and has been underserved, so there is a pretty compelling story to tell there,” Merlini told TechCrunch.
The company takes security and accuracy really seriously, Merlini said. Its agreements with OpenAI and other AI companies restrict the LLMs from learning off of Materia’s customer questions.
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O’Donnell knows CRMs. He was responsible for creating one of the most popular ones out there, HubSpot’s.
While O’Donnell enjoyed being an executive at HubSpot, which now has a market capitalization of nearly $30 billion, he missed building new software. So in 2021, he left HubSpot to work on Arianna Huffington’s Thrive. He was also simultaneously involved with ProfitWell, a bootstrapped business he co-founded that sold to Paddle for $200 million in 2022.
O’Donnell didn’t see himself at Thrive long-term, so it came to a point when he asked himself, “Should I retire?” he said. “I wasn’t really sure what to do.”
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Since entering the VC scene in 2015, Breega has fully raised four funds: a first seed fund (€45 million), a second seed fund (€110 million), a first venture fund (€106 million), and a second venture fund (€250 million). In under a decade, the French investor, with a portfolio of over 100 startups across 15 countries, has reached $700 million in assets under management.
As such, launching a fund for early-stage startups stemmed from a desire to tap into the continent’s opportunities. Larger Africa-focused firms with European roots, such as Partech and Norrsken22, operate a similar strategy.
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This way, anyone in the company can solicit help with legal tasks such as reviewing contracts and answering specific questions about a document.
Incorporated in October last year, the Edinburgh-based company is the handiwork of former senior TravelPerk executives Ross McNairn (CEO) and Robbie Falkenthal (COO), alongside CTO Volodymyr Giginiak, who served in various engineering roles at Microsoft, Facebook, and Instagram. Six months after leaving their previous positions, Wordsmith already claims notable customers, such as Trustpilot, while it’s partnering with at least one major law firm — DLA Piper.
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The Silicon Valley venture capital group plans to invest from $500 million to $1 billion in India over the next three years, it told TechCrunch
The deal will see the combined entity plot a multi-stage investment strategy for General Catalyst in India, spanning early- and growth-stage startups across industries, Venture Highway’s founder, Neeraj Arora, and General Partner Priya Mohan told TechCrunch in an interview.
General Catalyst, which manages over $25 billion in assets, plans to invest between $500 million to $1 billion in India over the next three years, said Arora, who previously served as chief business officer at WhatsApp and played an instrumental role in the instant messaging app’s sale to Meta.
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In 2024, the Series A Crunch has returned. Software companies that have achieved the previous era’s milestone, $1m or more in ARR, face a challenging Series A market. Why is this happening again?
Just as in 2012, a surge in seed investments met a relatively stable Series A market. The supply/demand imbalance creates a funding squeeze. The orange crush of seed investment has outpaced the growth in Series A & Series B rounds. Many new seed funds started & the rate of company formation surged during the early 2020s driven by an ebullient capital markets.
Also, the definition of a Seed round has changed. The Seeds of the 2010 era are the pre-Seeds of today, making the comparison impure.
With excess seed supply & in an era where forward public software multiples have reverted to the mean from their stratospheric levels, Series A rounds are harder to raise. AI startups, the darlings of the current era, are a notable exception. In this category, the heady multiples of 2021 & 2022 still apply.
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The largest external investor in Byju’s with a 9.6% stake, Prosus said in its quarterly report that its stake in the startup is now worth zero “due to the significant decrease in value for equity investors.” Prosus Group CIO, Ervin Tu, said on an earnings call that the firm is still hopeful about Byju’s outlook, but improving governance at the Indian firm will be key.
The Indian edtech giant has had a difficult couple of years as it grappled with a series of financial and governance setbacks that have tarnished its reputation and imperiled its future. The startup’s woes were amplified last year when it failed to meet financial reporting deadlines and ultimately reported revenues well below its own projections.
Prosus has also cut down the value of its other investments: It reduced the value of its stake in Stack Overflow, which it bought for $1.8 billion in 2021, by 39%, and has lowered the worth of its stake in Indian online pharmacy, PharmEasy, by 35%.
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But a $50 million gamble on OpenAI back in 2019 — when it was far from clear that the outfit would succeed on the scale that it has — put Khosla Ventures, and Khosla himself, squarely in the spotlight.
He’s thoroughly enjoying himself. I sat down with Khosla this past week in Toronto at the Collision conference, and ahead of our stage appearance, he told me that he’s been appearing in public — either onstage or on podcasts or television interviews — several times a week lately. Asked if he was exhausted by the schedule — for example, he flew into Toronto just hours before our sit-down — he shrugged off the suggestion.
We also talked about what concerns him the most about AI’s ripple effects; FTC Chair Lina Khan; and why, in his view, the “Europeans have regulated themselves out of leading in any technology area.”
We talked first about Apple’s splashy new deal with OpenAI, which allows Apple to integrate ChatGPT into Siri and its generative AI tools. Apple may be striking similar deals with other AI models, including with Meta, but naturally, as an OpenAI investor, Khosla is bullish on the tie-up, which is the only one Apple has announced publicly so far.
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When former YouTube product manager Kevin Xu, known as “Sir Jack A Lot” on Reddit, turned $35,000 into $8 million trading stocks between 2020 and 2022, many people thought his fortunes, and his way of investing, had peaked, just like 2021’s memestock craze had.
The company currently has more than 23,000 users, and while that’s not an eye-popping number by any means, its user base is growing, and early adopters seem dedicated — Xu said that more than 70% of its users are on the app every single day. The company is currently focused on growth, Xu said, but has plans for how to monetize in the future.
The startup recently raised a $4.5 million seed round led by Founders Fund — Keith Rabois’ last investment at the firm — and General Catalyst. Pear VC, Daybreak Ventures and F4 Fund also participated, among several others. Xu said AfterHour is now focusing on growing its user base and its team
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This is the moment startups with big balance sheets’ advantage will shine.
Efficiency has been the watchword for the last 3-4 quarters. Most companies have trimmed excess costs to drive go to market sales efficiency & burn ratios. For those companies with hundreds of millions on the balance sheet, they have two strategic options to evaluate.
The right strategic bet on either of these options can provide a startup with significant advantage into this next economic cycle.
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I wondered if this were broadly true. Do public software companies with largely enterprise customer bases benefit from superior growth to their peers with mid-market or SMB focuses?
Enterprise & Mid-Market public companies have seen a relatively constant decline in growth rates through the last six years. SMB businesses benefited from a post-Covid surge when the US re-opened - a phenomenon that seems to abate with time.
The data so far suggests the economic slowdown has struck across the industry similarly. Variations will surely emerge between competitors as a result of differences in product, execution, or strategy. But no one is immune. Something to consider for 2023 planning.
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44% of these companies produced less than $0.5m. But a nascent mid-market does exist : 41 companies produced between $5-25m.
The average software company operates at about 70% gross margin, so let’s assume a web3 company is similar. To simplify, we’ll assume the typical web3 company spends all of that cost of goods sold (COGS) on software - about 30% of revenue. That implies the web3 B2B software TAM is roughly $231m in 2022 & $75m excluding Ethereum, which comprises roughly 60% of the revenue.
Web3 software sales must also navigate novel procurement processes with decentralized decision-making, payment for services in kind with tokens, & different permissions models for users.
To contrast with web2, Salesforce counts 150k customers in a market of about 650k who spend $57b annually. This is just the web2 CRM market.
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The elbow of compounding growth creates a minor separation to start, but a yawning gap within a handful of years.
Why does this reinforcing effect exist? Companies with greater presence in the market will build brand, hire more sales teams, pitch more prospects, close more customers. More revenue growth translates into more dollars raised. Note, I haven’t factored in the valuation multiple premia afforded to top quartile growth.
The right strategy depends on the startup’s position in the market & the relative strength or weakness of competition. There’s no single answer, but it’s important to consider the effect of compounding growth in determining a strategy.
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