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Cloud Computing in 2025: AI-Fueled Growth and New Challenges
Cloud computing hits $2 trillion by 2030. AI drives data center growth, power demand, sustainability challenges, and new regulations.

The Energy Constraint
How AI, electrification, and grid bottlenecks are colliding faster than infrastructure can adapt

Policy Lag in a Compute-Driven Economy
Why exponential compute growth is outpacing policy

Cloud Computing in 2025: AI-Fueled Growth and New Challenges
Cloud computing hits $2 trillion by 2030. AI drives data center growth, power demand, sustainability challenges, and new regulations.

The Energy Constraint
How AI, electrification, and grid bottlenecks are colliding faster than infrastructure can adapt

Policy Lag in a Compute-Driven Economy
Why exponential compute growth is outpacing policy
Share Dialog
Share Dialog


Early-stage founders in the United States are often told to raise capital using either a SAFE or a convertible note. Each instrument allocates risk, time preference, and future negotiation leverage differently. Each shapes cap-table outcomes in meaningfully different ways. Understanding these mechanics conceptually is central to good decision-making at pre-seed and seed. SAFE was introduced by Y Combinator in 2013 specifically to simplify early-stage financing [1]. Over the last decade SAFE usage has grown significantly at pre-seed in the United States relative to convertible notes. Recent data show SAFEs were about five times more common than convertible notes in the first half of 2023 [2]. Many large US law firms servicing venture deals also report this trend toward SAFE usage in very early checks [3].
Convertible notes still remain widely used though, especially inside institutional seed contexts and when investors want higher clarity on downside protection. The National Venture Capital Association provides and updates model legal documents for convertible notes to guide early-stage financing [4]. Real-world data from Wilson Sonsini’s Entrepreneurs Report show that although SAFEs dominate pre-seed rounds, convertible notes continue to be used in certain early-stage deals [5].
One of the biggest misconceptions founders have is believing SAFE is always more founder friendly. A SAFE does eliminate interest and maturity dates found in most convertible notes [1]. Founders interpret this absence of repayment pressure as an advantage. But a SAFE does not eliminate dilution risk, it simply delays it. Founders who raise multiple SAFEs at different caps and terms over time without modelling the cumulative impact may end up with far worse dilution outcomes than if they had used structured note conversion.
Another common misconception is that convertible notes are outdated or only protect investors at the expense of founders. In reality, convertible notes exist to price uncertainty [6]. When the time horizon to a priced round is unclear or risk is high, forcing a maturity date can actually prevent long drift and misalignment. This is especially true in markets where priced rounds delay, founders may benefit from some structure rather than permissive ambiguity.
The central point is that neither instrument is automatically more founder friendly. Both can be used intelligently and both can be used poorly. Choosing well requires reasoning, not ideology.
Both SAFE and convertible notes usually include a valuation cap. This cap sets the maximum valuation at which the investor’s capital will convert into equity in a future priced round. It is not a claim of current valuation today. It is a ceiling on conversion price. The reason valuation caps matter is that they determine conversion economics: if the next priced round valuation is much higher than the cap, the investor converts at the lower cap and receives more ownership than if conversion occurred at the priced-round valuation [1].
Founders should understand that valuation caps are a risk-allocation tool, not a valuation declaration. They are forward-looking commitments. This is why cap stacking without discipline is dangerous [2].
A SAFE is a “Simple Agreement for Future Equity.” There is no repayment, no interest, or maturity date [1]. The investor receives equity later when a priced equity round happens or when certain trigger events occur. SAFE was designed to increase speed and reduce cost and negotiation complexity. SAFE makes the most sense when the next priced round is expected relatively soon and when founders need to quickly assemble multiple small checks [3].
A convertible note is debt that converts into equity later. It includes interest and a maturity date in many cases [2]. The note can convert, be renegotiated, or be repaid if no qualifying round occurs [4]. Convertible notes are designed so that investors generally convert their investment into equity rather than seek repayment, structuring risk over time in the process [6]. Convertible notes tend to be most appropriate when a small number of lead investors are participating and there is sufficient time to negotiate terms, particularly in markets where careful pricing and investor protection are priorities [6].
SAFE originally launched as a pre-money instrument. This meant ownership percentages were harder to predict until conversion. In 2018 Y Combinator introduced the post-money SAFE to give greater predictability to investors [1]. From a founder’s perspective, the post-money SAFE increases clarity by fixing investor ownership but it raises the risk of excessive dilution if founders raise multiple post-money SAFEs. From an investor’s perspective, post-money SAFEs created better forecasting ability and confidence in expected percentage outcome [2]. Founders benefit by understanding both versions conceptually.
SAFE is usually preferred when fundraising speed matters more than pricing accuracy. SAFE works extremely well when momentum is strong, when the next priced round is likely near, and when founders need to close quickly from many fragmented small checks [3].
SAFE is optimal when the round is moving quickly and the founder is confident the next priced round is not distant. SAFE became the dominant social default in Silicon Valley precisely because it allowed founders to compress decision cycles dramatically. [1]
Convertible notes are best when pricing risk needs to be more intentional. If the next priced round timing is unclear, or if the environment is more cautious, or risk is high, convertible notes are often the more rational choice. Convertible notes help founders and investors maintain strategic discipline by giving structure instead of leaving timing undefined [6].
Convertible notes, as outlined in NVCA model documents, specify principal, interest, maturity dates, and conversion into equity upon a qualifying financing event [4]. In practice, convertible notes are often useful when there are one or two lead investors and sufficient time to negotiate terms. This structure provides clarity for both founders and investors, helps manage risk intentionally, and addresses valuation uncertainty instead of leaving it undefined [5][6].
Founders can simplify the instrument decision into four conceptual questions:
How much uncertainty exists around time to next priced round?
How much capital speed sensitivity exists in this moment?
How much risk does the investor deserve to price based on their belief level?
How likely is instrument stacking?
SAFE is strongest when momentum and speed matter most. Convertible notes are strongest when time is long and structure is critical. Choosing well is not about ideology but about matching instrument mechanics to business context.
Some critics argue that SAFE lowered price discipline and allowed founders to inflate valuation expectations. Others argue that convertible notes overly protect investors and burden founders with time risk [2]. Both perspectives contain partial truth. Real-world deal data from platforms like Carta show that although SAFEs dominate pre-seed usage, convertible notes remain meaningful in certain sectors and rounds [3]. The reality is that SAFE optimizes for speed and convertible notes optimize for risk pricing. Cooley confirms that both instruments are present across real US deal data patterns year over year. [1]
Founders who understand instrument choice as a strategic allocation of time and uncertainty make better long term decisions.
SAFE and convertible notes are not interchangeable. They shape founder trajectory in ownership, timing, and investor relationships in different ways. Founders who understand instrument choice intentionally will build healthier cap tables, stronger investor relationships and more sustainable financing paths. Investors who match instrument choice to actual uncertainty, time horizon and business context will deploy capital more intelligently. Early instrument literacy is one of the highest leverage forms of founder education.
What You Should Know About SAFEs | Cooley GO
https://www.cooleygo.com/what-you-should-know-about-safes/
SAFEs vs. Convertible Notes: Different sectors prefer different instruments | Carta (2023)
https://carta.com/data/safes-vs-convertible-notes-by-sector-2023/
Convertible Securities: SAFEs vs. Convertible Notes | Carta (2024)
https://carta.com/learn/startups/fundraising/convertible-securities/
NVCA Model Legal Documents for Venture Capital Financing (2024 edition) | National Venture Capital Association
https://nvca.org/resources/model-legal-documents/
1H 2024 Entrepreneurs Report | Wilson Sonsini Goodrich & Rosati
https://www.wsgr.com/a/web/w6zgDshZ5HSuHfn75HkJMi/entrepreneurs-report-1h-2024.pdf
Key Differences Between SAFEs and Convertible Notes | Founders Network
https://foundersnetwork.com/convertible-note-vs-equity/
Early-stage founders in the United States are often told to raise capital using either a SAFE or a convertible note. Each instrument allocates risk, time preference, and future negotiation leverage differently. Each shapes cap-table outcomes in meaningfully different ways. Understanding these mechanics conceptually is central to good decision-making at pre-seed and seed. SAFE was introduced by Y Combinator in 2013 specifically to simplify early-stage financing [1]. Over the last decade SAFE usage has grown significantly at pre-seed in the United States relative to convertible notes. Recent data show SAFEs were about five times more common than convertible notes in the first half of 2023 [2]. Many large US law firms servicing venture deals also report this trend toward SAFE usage in very early checks [3].
Convertible notes still remain widely used though, especially inside institutional seed contexts and when investors want higher clarity on downside protection. The National Venture Capital Association provides and updates model legal documents for convertible notes to guide early-stage financing [4]. Real-world data from Wilson Sonsini’s Entrepreneurs Report show that although SAFEs dominate pre-seed rounds, convertible notes continue to be used in certain early-stage deals [5].
One of the biggest misconceptions founders have is believing SAFE is always more founder friendly. A SAFE does eliminate interest and maturity dates found in most convertible notes [1]. Founders interpret this absence of repayment pressure as an advantage. But a SAFE does not eliminate dilution risk, it simply delays it. Founders who raise multiple SAFEs at different caps and terms over time without modelling the cumulative impact may end up with far worse dilution outcomes than if they had used structured note conversion.
Another common misconception is that convertible notes are outdated or only protect investors at the expense of founders. In reality, convertible notes exist to price uncertainty [6]. When the time horizon to a priced round is unclear or risk is high, forcing a maturity date can actually prevent long drift and misalignment. This is especially true in markets where priced rounds delay, founders may benefit from some structure rather than permissive ambiguity.
The central point is that neither instrument is automatically more founder friendly. Both can be used intelligently and both can be used poorly. Choosing well requires reasoning, not ideology.
Both SAFE and convertible notes usually include a valuation cap. This cap sets the maximum valuation at which the investor’s capital will convert into equity in a future priced round. It is not a claim of current valuation today. It is a ceiling on conversion price. The reason valuation caps matter is that they determine conversion economics: if the next priced round valuation is much higher than the cap, the investor converts at the lower cap and receives more ownership than if conversion occurred at the priced-round valuation [1].
Founders should understand that valuation caps are a risk-allocation tool, not a valuation declaration. They are forward-looking commitments. This is why cap stacking without discipline is dangerous [2].
A SAFE is a “Simple Agreement for Future Equity.” There is no repayment, no interest, or maturity date [1]. The investor receives equity later when a priced equity round happens or when certain trigger events occur. SAFE was designed to increase speed and reduce cost and negotiation complexity. SAFE makes the most sense when the next priced round is expected relatively soon and when founders need to quickly assemble multiple small checks [3].
A convertible note is debt that converts into equity later. It includes interest and a maturity date in many cases [2]. The note can convert, be renegotiated, or be repaid if no qualifying round occurs [4]. Convertible notes are designed so that investors generally convert their investment into equity rather than seek repayment, structuring risk over time in the process [6]. Convertible notes tend to be most appropriate when a small number of lead investors are participating and there is sufficient time to negotiate terms, particularly in markets where careful pricing and investor protection are priorities [6].
SAFE originally launched as a pre-money instrument. This meant ownership percentages were harder to predict until conversion. In 2018 Y Combinator introduced the post-money SAFE to give greater predictability to investors [1]. From a founder’s perspective, the post-money SAFE increases clarity by fixing investor ownership but it raises the risk of excessive dilution if founders raise multiple post-money SAFEs. From an investor’s perspective, post-money SAFEs created better forecasting ability and confidence in expected percentage outcome [2]. Founders benefit by understanding both versions conceptually.
SAFE is usually preferred when fundraising speed matters more than pricing accuracy. SAFE works extremely well when momentum is strong, when the next priced round is likely near, and when founders need to close quickly from many fragmented small checks [3].
SAFE is optimal when the round is moving quickly and the founder is confident the next priced round is not distant. SAFE became the dominant social default in Silicon Valley precisely because it allowed founders to compress decision cycles dramatically. [1]
Convertible notes are best when pricing risk needs to be more intentional. If the next priced round timing is unclear, or if the environment is more cautious, or risk is high, convertible notes are often the more rational choice. Convertible notes help founders and investors maintain strategic discipline by giving structure instead of leaving timing undefined [6].
Convertible notes, as outlined in NVCA model documents, specify principal, interest, maturity dates, and conversion into equity upon a qualifying financing event [4]. In practice, convertible notes are often useful when there are one or two lead investors and sufficient time to negotiate terms. This structure provides clarity for both founders and investors, helps manage risk intentionally, and addresses valuation uncertainty instead of leaving it undefined [5][6].
Founders can simplify the instrument decision into four conceptual questions:
How much uncertainty exists around time to next priced round?
How much capital speed sensitivity exists in this moment?
How much risk does the investor deserve to price based on their belief level?
How likely is instrument stacking?
SAFE is strongest when momentum and speed matter most. Convertible notes are strongest when time is long and structure is critical. Choosing well is not about ideology but about matching instrument mechanics to business context.
Some critics argue that SAFE lowered price discipline and allowed founders to inflate valuation expectations. Others argue that convertible notes overly protect investors and burden founders with time risk [2]. Both perspectives contain partial truth. Real-world deal data from platforms like Carta show that although SAFEs dominate pre-seed usage, convertible notes remain meaningful in certain sectors and rounds [3]. The reality is that SAFE optimizes for speed and convertible notes optimize for risk pricing. Cooley confirms that both instruments are present across real US deal data patterns year over year. [1]
Founders who understand instrument choice as a strategic allocation of time and uncertainty make better long term decisions.
SAFE and convertible notes are not interchangeable. They shape founder trajectory in ownership, timing, and investor relationships in different ways. Founders who understand instrument choice intentionally will build healthier cap tables, stronger investor relationships and more sustainable financing paths. Investors who match instrument choice to actual uncertainty, time horizon and business context will deploy capital more intelligently. Early instrument literacy is one of the highest leverage forms of founder education.
What You Should Know About SAFEs | Cooley GO
https://www.cooleygo.com/what-you-should-know-about-safes/
SAFEs vs. Convertible Notes: Different sectors prefer different instruments | Carta (2023)
https://carta.com/data/safes-vs-convertible-notes-by-sector-2023/
Convertible Securities: SAFEs vs. Convertible Notes | Carta (2024)
https://carta.com/learn/startups/fundraising/convertible-securities/
NVCA Model Legal Documents for Venture Capital Financing (2024 edition) | National Venture Capital Association
https://nvca.org/resources/model-legal-documents/
1H 2024 Entrepreneurs Report | Wilson Sonsini Goodrich & Rosati
https://www.wsgr.com/a/web/w6zgDshZ5HSuHfn75HkJMi/entrepreneurs-report-1h-2024.pdf
Key Differences Between SAFEs and Convertible Notes | Founders Network
https://foundersnetwork.com/convertible-note-vs-equity/
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