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AI productivity tools are overhyped and overfunded. Investors should look elsewhere

· Fortune

The world does not need any more AI productivity tools.

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We’ve evaluated such tools running well into triple digits in the past 12 months alone, and believe that the vast majority of those are destined for the graveyard.

We’re in the most exponential cycle of innovation, and therefore value creation, the world has ever seen. Not only has AI allowed for tremendous productivity increases, the rate of change is unprecedented. It is both the most exciting, and amongst the hardest, times to be a venture investor. 

The years 2023 and 2024 saw a mind-boggling rise in AI productivity tools. Vibe coding became real with Lovable, lawyers harnessed Harvey, doctors slashed admin with the likes of Abridge and even the common office worker became far smarter with note taking assistants like Granola. They all deliver as advertised: they search, they summarize, they automate, they save time and capture very useful context in the process. They play across both the first and second phases of the AI development cycle. 

The list of productivity tools, both horizontal and vertical, runs into the many hundreds today. When we are on the precipice of discovering new drugs using in-silico AI modeling, AI Notetaker #25 is not only not needed, it is unlikely to survive as a standalone business. 

Who survives 

Over 50 years ago, Charlie Munger convinced his best friend, Warren Buffett, to ditch the proverbial cheap cigar butts for buying durable, high-quality businesses, centered around their economic moat. Ironically, today, these moats are the weakest they have ever been, specifically in AI-native businesses. 

The pace of innovation that AI has brought about is unprecedented, as is the economic return. Yet the longevity of this economic return is the most unclear it has ever been. Our analysis estimates that around $1TR in net new AI ecosystem revenue was added since the launch of ChatGPT in November 2022 – an unprecedented rate. Meanwhile, the quality of that revenue is amongst the riskiest it’s ever been. AI models are under existential threat from open-source; incumbent chip manufacturers from new entrants; applications from the models themselves, and the weakest of those applications are the plain-jane productivity tools. 

AI applications collectively are today pushing an estimated $150-200BN in ARR, according to Northzone analysis. By far the largest and most mature vertical within this is AI Coding – 20-30% of these revenues – which has amongst the most sophisticated class of AI application products. They too evolved from a basic productivity tool i.e. the Github co-pilot, arguably the first real vertical AI application. From there, it went to a system of action – a Cursor, a Claude Code, a Codex and eventually a Cognition – capable of doing hours’ worth of human work independently. And now full-blown autonomous systems of work (Blitzy, Factory, etc.) that can ingest hundreds of millions of lines of code, understand objectives, and independently ideate, create, and deliver solutions over weeks of autonomous work. In fact, very early signs of recursive superintelligence are already appearing, 

The evolution of the coding vertical is unlikely to be unique. Most, if not all, verticals will follow a similar trajectory. AI doctors and lawyers will deliver autonomous value superior to any single human being. They might come from companies that don’t exist today, or perhaps some of the best aforementioned productivity tools will use their head start, i.e. proprietary data sets and embedded workflow, to evolve into these. 

Northzone’s investments in companies like Tandem Health are already showing this evolution from productivity tool to a true system of action. Others, like XBOW or Blitzy, are true autonomous systems of work, from day one.

So, a few will survive (and thrive) – the rest will perish. 

Where the world is headed

This doesn’t mean we stop funding productivity tools altogether. It does mean that we only focus on those that are creating meaningful new value for the world. 

If the last 24 months of AI were defined by efficiency and productivity increases, the next 12 will be defined by innovation. We’ll likely see a lot more investment behind AI for science – fueling the discovery of new drugs and materials. We’ll see the world become safer for the vast majority of the population (despite the feeling of the converse) through autonomous AI for Defense. Physical AI might be larger than all of Digital AI put together, and will have a lasting impact on human behavior like no other.

By definition, innovation is almost impossible to predict precisely, so perhaps the most meaningful to come is beyond those listed here. At Northzone, we spent almost two years examining what a truly autonomous system of work would look like. And for more than a year, we sat on this (then-) contrarian thesis, not actively deploying capital, even as productivity tools drew vast sums of it. The technology just didn’t exist.

But since the beginning of 2026, we have actively led rounds in excess of several hundreds of millions of dollars, as a convergence of vast foundational intelligence, deep reasoning, and early recursive learning loops saw the arrival of these systems, capable of acting autonomously over long horizons, without being told what to do next. A tool that requires human supervision simply cannot compete with a product that completes months of work in a weekend.

Crudely defined, AGI is the ability of AI to navigate ambiguity, form hypotheses, test them, hit dead ends, iterate to find a solution, execute and deliver value, all without any human intervention. That is the next frontier, and the new standard for investment.

The opinions expressed in Fortune.com commentary pieces are solely the views of their authors and do not necessarily reflect the opinions and beliefs of Fortune.

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ফ্রিজ ধরে টানা ৫ দিন সমুদ্রে ভেসে বাঁচলেন দুই জেলে

· Prothom Alo

মেক্সিকোর উপকূল থেকে প্রায় ২৪০ কিলোমিটার দূরে সমুদ্রে ভেসে থাকা একটি ফ্রিজ আঁকড়ে ধরে পাঁচ দিন বেঁচে ছিলেন দুই জেলে। ১৯ জুলাই তাঁদের উদ্ধারের ভিডিও প্রকাশ করা হয়। বিস্তারিত ভিডিওতে…

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How to Alienate a Judge, Part 374

· Reason

From Judge Terry Moorer (S.D. Ala.) today in Doe v. Goff:

Pending before the Court is the Motion for Ruling on Plaintiff's Motion for Leave to Amend Complaint and Motion to Dismiss Defendant's Counterclaims in which Defendant Kelly Goff … motions the Court to expedite a ruling for Plaintiff Jane Doe's Motion to Dismiss Counterclaim and Motion for Leave to Amend Complaint. Defendant states Plaintiff's motions have been under submission with the Court for more than four and one-half months, along with his motion for summary judgment, discovery closes on August 31, 2026, dispositive motions are due by September 25, 2026, and a settlement conference is scheduled before the Magistrate Judge on September 1, 2026.

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Defense counsel previously contacted chambers by telephone to push for a resolution of his motion for summary judgment and seemingly cannot read the room when the Court's response was to summarily deny Defendant's previously filed request for the Court to expedite a ruling on his motion for summary judgment. Plainly stated, this is not the only case on this Court's docket and Defendant does not get to line jump in front of other pending motions simply because he demands it. It is for the Court to determine the priorities of its docket not the Defendant. Put simply, criminal cases come first followed by civil cases that are older or have a statewide impact. Additionally, the reasoning provided by the Defendant—incurring attorney's fees—is true for all parties involved in litigation.

The Court has inherent power to control the disposition of pending matters in the manner and timing as it deems appropriate.

The motion for ruling is GRANTED. The adage of "be careful what you wish for" may apply in that Defendant may find the reality does not live up to his desire. The Court issues this short summary order to provide the answer to the request and the motions but will issue a more detailed opinion with its full reasoning at a later stage. It is ORDERED that both Plaintiff's motions are GRANTED.

Plaintiff's motion to dismiss counterclaim requests dismissal of Defendant's counterclaims for breach of contract and unjust enrichment, as they are state law claims that [are] unrelated to Plaintiff's federal claim and [are] not supported by an independent jurisdictional basis. Therefore, Defendant's breach-of-contract and unjust enrichment counterclaims are DISMISSED without prejudice for lack of jurisdiction.

Plaintiff's motion to amend seeks to add to her complaint a count for the tort of outrage, a state-law claim that is directly related to her federal claim and for which the Court has supplemental jurisdiction pursuant to 28 U.S.C. § 1367. Fed. R. Civ. P 15(a)(2) states "The court should freely give leave when justice so requires." The motion was timely filed under the scheduling order, and the sole objection Defendant makes is that he wants his summary judgment ruled upon first. That is insufficient reasoning especially when the summary judgment motion was filed so early in the process. Plaintiff is ORDERED to separately file her Second Amended Complaint no later than August 31, 2026.

The Court declines to delve into the Defendant's motion for summary judgment. Despite the lack of response, that does not inherently mean that "Defendant wins." "Summary judgment is not automatically granted by virtue of a non-movant's silence." "Even in an unopposed motion [for summary judgment], … the movant is not absolve[d] … of the burden of showing that it is entitled to judgment as a matter of law."

While it is possible that Defendant's legal assertions may be correct and summary judgment might be due, it is not a simple question and seemingly an issue of first impression for the Courts. Additionally, resolution of the federal question does not mean that the state law claim is also resolved—as the Court could continue to exercise supplemental jurisdiction or decline supplemental jurisdiction under which Alabama courts could resolve all the claims between the parties. Additionally, the Court notes evidentiary issues that the picture submitted is seemingly a photo of a photo on a screen—therefore there may be authenticity questions.

The Court does have concerns that Plaintiff has failed to cooperate in discovery and failed to respond to the motion in accordance with the default schedule provided in the local rules. But those are all issues the Court can address when it takes up the summary judgment motion—which is not today.

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