Runpod hits $1bn valuation on $100M raise


Runpod has raised $100M and reached a $1bn valuation, a tenfold jump in under two years. The cloud startup rents out AI computing power, and it says it turned down buyout offers worth more than $500M.

The great AI compute crunch is minting a new kind of winner. Runpod, a five-year-old startup that rents computing power to AI developers, has raised $100M. The deal values the company at $1bn.

That is a steep climb. Runpod last raised money in a 2024 seed round, at a valuation of about $100M. In under two years, it has grown tenfold. Summit Partners, a growth investor that rarely backs young AI firms, led the round.

Summit is an established name. It has backed more than 550 companies since 1984, mostly profitable, growth-stage businesses. Michael Medici, a managing director at the firm, will join Runpod’s board. J.P. Morgan acted as the sole placement agent on the deal.

Riding the compute crunch

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The timing is everything. By some accounts, the shortage of AI computing power in 2026 is worse than the chip crunch of 2023. Developers cannot get enough GPUs. That has been a gift to a new class of firm that buys chips and rents them out.

This has happened before. During the 2023 chip crunch, even venture firms briefly turned into makeshift cloud providers to secure GPUs for their startups. The 2026 squeeze has revived that scramble. Demand from AI builders keeps outpacing the supply of chips.

These companies go by clumsy names: compute resellers, inference providers and neoclouds. Most rent out servers built around Nvidia chips, the default for AI work. Runpod has tried to stand apart. It also rents servers running AMD’s rival chips, which can be cheaper and easier to get.

More than a GPU landlord

Runpod’s other bet is breadth. Much of the market has narrowed to one job: running finished models, known in the trade as inference. Runpod offers the full cycle instead. Developers can experiment, train, fine-tune and scale on a single platform.

“The market spent the last two years narrowing to inference, but builders need more than that,” said Zhen Lu, Runpod’s chief executive. He wants one place to take an idea from first test to live traffic. The pitch is speed and simplicity, with per-second pricing and no minimum commitment.

The on-ramp is deliberately short. Runpod ships with a library of ready-made models and templates. Most developers run their first job within an hour of signing up. There is no procurement cycle, and no need to stitch several tools together.

The model is asset-light. Runpod rents capacity rather than pouring billions into its own data centres. That keeps it nimble, but it also leans on others for the hardware underneath. Inference efficiency is becoming the industry’s most prized skill, and Runpod is betting it can package that well.

The numbers

Growth is the story investors bought. Runpod doubled its annualised revenue to around $240M over the past five months, The Information reported. More than one million developers now build on the platform.

Usage is heavy. Runpod’s serverless platform has handled more than 20 billion inference requests so far. The company says over 90% of deployments work on the first try. It adds that 85% of developers who deploy come back for more. Those retention figures are what investors tend to prize most.

The customers lend credibility. The startup Deep Cogito trained its Cogito v1 open models entirely on Runpod, in 75 days with a small team. Hugging Face’s chief technology officer, Julien Chaumond, called Runpod one of the few firms that truly understands open-source developers.

That open-source crowd is booming. Businesses are leaning on open models to keep costs down, which sends them to platforms like Runpod for cheap, flexible compute. The company plans to spend the new money on its platform, its engineering and developer-relations teams, and wider global access.

Turning down the buyers

The raise carries a flex. Runpod says it rejected buyout offers worth more than $500M to stay independent, according to The Information. For a five-year-old firm, that is a bold bet on its own future.

It is also a sign of the moment. Money is pouring into anything that eases the GPU bottleneck. Neocloud valuations have soared, with rivals raising at multibillion-dollar prices. Runpod wants to ride that wave without selling early.

The comparisons are humbling. Some neoclouds have reached double-digit billion-dollar valuations within two years of pivoting into AI. Runpod is smaller, but its growth rate sits in the same bracket. Investors are paying up for any firm that can deliver compute on demand.

The case for caution

The risks are real. Runpod does not own the data centres it relies on, unlike deeper-pocketed rivals. The category leader, CoreWeave, has signed contracts worth tens of billions and owns far more of its stack. Renting capacity can squeeze margins when chips are scarce.

The field is crowded and well funded. CoreWeave’s revenue topped $5bn last year, and chipmakers are now bankrolling challengers. AMD, for one, helped fund TensorWave, a cloud built on its own chips. Much of the contest is simply about who can secure hardware at all.

The crunch could also ease. If GPUs become plentiful, the pricing power of compute resellers fades. Chipmakers are racing to add supply. Specialist inference firms like Groq are chasing the same developers. Runpod’s edge is software and ease of use, not hardware it controls.

Still, the direction is clear. For now, demand for compute keeps outrunning supply, and developers want a simple place to build. Runpod has used that gap to turn a small seed round into a billion-dollar company in under two years. It is selling software and developer goodwill rather than owning warehouses of chips.

That is cheaper to scale, and riskier if rivals lock up the hardware first. The open question is whether it can hold that lead, or whether the giants and the chipmakers close in. For now, the money is betting it can.



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Microsoft has spent the last several years pushing Copilot and new user interface designs, which has meant that several great features included with Windows don’t get the recognition that they deserve. These are some of my favorites that will run on any Windows 11-compatible PC.

Clipboard history remembers everything you copy

Win+V replaces one of the oldest frustrations in computing

Windows’s default clipboard has been a source of minor but constant annoyance: it holds exactly one thing. If you copy something new, the previous item is wiped out. It is enough of a problem that multiple third-party apps were created to address the shortcoming.

Now, Windows has Clipboard History built in, though it isn’t enabled by default. To turn it on, press Windows+i, then navigate to System > Clipboard, and click the toggle next to Clipboard history.

Once it is enabled, you can press Win+V to view up to 25 items in your clipboard history, including text, images, and links.

If you have specific pieces of information you use daily—like an email signature, a common code snippet, or a home address—you should pin up some of those items. Pinned items persist between system reboots and clipboard history clears, which means you never have to hunt to find something when you need it.

You can even enable sync in the Clipboard settings, allowing your copied text to follow you between different PCs signed in to the same Microsoft account. Once you get into the habit of using Win+V, the standard copy-paste function will feel useless by comparison.

Voice typing actually works now

Win+H lets you write with your voice

Notepad with Windows Voice Typing popup visible.

Windows dictation software has a reputation for being clunky and difficult to use, but that isn’t the case anymore. Thanks to the improvements in AI that we’ve seen since 2024, voice typing accuracy has improved significantly, especially for technical vocabulary. You don’t have to spend your time manually fixing formatting either. The tool supports punctuation commands like “period,” “new line,” and “question mark,” which prevents your text from turning into a rambling mess.

To use voice typing, press Windows+H anywhere there is a text field.

While it isn’t a full replacement for high-end professional software, it is free, built-in, and more than good enough for long-form writing, taking down a sudden idea, or writing quick messages when your hands are full.

Snap layouts make window management effortless

Hover over the maximize button and pick a layout

Notepad with the Windows Snap Layout window visible.

You can manually drag windows to the edges of your screen to split your display up, but you’re doing more work than is necessary in most cases. Windows’ Snap Layouts allow you to instantly arrange your Windows into predefined halves, thirds, or quarters. Just hover over the maximize button on any window or press Win+Z.

One of the most practical aspects of this system is the Snap Group. If you snap a browser and a document side-by-side, Windows remembers them as a pair. When you Alt+Tab, you can bring the entire group back together.

Live captions transcribe any audio on your device

Real-time subtitles for anything you’re watching

You can enable real-time subtitles for any audio playing through your speakers by going to Settings > Accessibility > Captions, or by pressing Win+Ctrl+L. The audio is processed locally on your device; nothing is sent to the cloud, which is critical if you’re privacy conscious or if whatever you’re captioning demands confidentiality.

I’ve mostly taken to using it when it is too hot to wear my headphones. I can just toggle it on and keep watching without disrupting anyone around me.

There are some hardware requirements you need to meet. Basic same-language captioning works on any Windows 11 PC running 22H2 and up, but if you want real-time translation, you will need Copilot+ hardware with an NPU and at least Windows 11 24H2.


The NZXT Capsule Elite USB microphone sitting on a desk.


Windows 11’s voice typing convinced me to skip Wispr Flow and other premium apps

Windows lets me turn my rambling thoughts into notes without typing anything.

Dynamic Lock locks your PC when you walk away

Pair your phone via Bluetooth and your computer can lock itself automatically

I can’t count how many times I’ve stepped away from my PC only to think, “Dang, I forgot to lock my PC.”

Fortunately, Windows has an easy way to handle that automatically by pairing your phone with your PC. When your phone gets out of range (about 20 feet in my house, though your wall materials and layout will affect that), your computer will automatically lock after about 30 seconds. There is no need to install a separate app on your phone, the setup just uses the Bluetooth connection itself. While the 30-second delay means it isn’t a guarantee no one can access my PC, it does mean it won’t remain unlocked if I step away for a long time.

I especially like this feature when I’m working on my laptop in public.

You can enable Dynamic Lock by navigating to Settings > Bluetooth & devices and pairing your phone, then enabling Dynamic Lock in Settings > Accounts > Sign-in options.


Microsoft includes tons of great tools if you dig for them

These tools aren’t alone either. There are tons of practical tools buried in Windows, unappreciated and underutilized.

Each of these tools takes less than a minute to enable, but they can make a significant difference in your day-to-day workflow. It is worth the small investment of time to find them and set them up.

If you’re looking for even more advanced customization options, I’d recommend checking out Microsoft PowerToys. It gives you a huge range of fantastic tools that make Windows much more pleasant to use.



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