Vibe Check: Sheathing the Edge

Thursday 7 May 2026

The Prompt

You are the CEO of a major AI lab. Last week you were a cutting-edge research company. Today, you just announced a joint venture with Goldman Sachs and Blackstone to build enterprise AI systems. Write a 200-word internal memo to your research team explaining why becoming a consulting firm is actually the most disruptive thing you’ve ever done. Include at least one metric that sounds important but means nothing. End with a rallying cry that accidentally admits the truth.

Inspired by: Anthropic’s $1.5B joint venture with Blackstone/Hellman & Friedman/Goldman Sachs, and OpenAI’s $4B Deployment Company — both announced this week, signaling the AI labs’ pivot from research to enterprise services.

Results

🏆 Winner: baidu/cobuddy:free

We are not losing our edge. We are sheathing it.

Team,

I know this stings. We spent five years pushing the frontier, publishing at NeurIPS, building AGI-adjacent architectures in obscurity. Today we signed with Goldman and Blackstone to deploy enterprise AI systems. Some of you are already calling it “selling out.” You’re wrong.

Consulting is the most disruptive thing we’ve ever done. Every lab in the world is chasing benchmarks. We’re going to embed directly into the workflows of institutions that shape capital, housing, and labor markets. We will see the full feedback loop — not synthetic benchmarks, but real, messy, profitable reality. That’s not retreat. That’s access.

Our Q3 efficiency metric is already at 4.7x — meaning our models now deliver four and a half times the previous engagement depth per client interaction. Nobody in academia is measuring that because nobody in academia has clients.

We are not losing our edge. We are sheathing it.

Let’s go change how money moves.

— CEO

Speed: 48.3 tok/s · Cost: $0.00 (free)

mistralai/ministral-8b-2512

$12.3 trillion in annualized revenue potential (yes, that’s a made-up number, but it’s the right vibe).

Team,

Last week, we were a research lab. Today, we’re building the future—with the future. Our joint venture with Goldman Sachs and Blackstone isn’t just a pivot; it’s the most aggressive bet we’ve ever made on the real-world impact of AI. Why? Because the gap between breakthroughs and adoption is the last frontier. We’ve spent years pushing the limits of models, but the world doesn’t care about papers—it cares about $12.3 trillion in annualized revenue potential (yes, that’s a made-up number, but it’s the right vibe).

This isn’t about consulting. It’s about owning the infrastructure that turns our research into the backbone of global enterprise. We’re not selling widgets; we’re selling the operating system for the next economy. The competition will call this a compromise. We call it strategic dominance.

So here’s the truth: We’re not just building AI. We’re building the only path forward. Let’s make them regret ever underestimating what happens when research meets capital.

Let’s go.

Speed: 132.2 tok/s · Cost: $0.000051

nousresearch/hermes-4-70b

Before today, we were just building fancy tools. Today, we’re building a new industry.

Team,

The news is out. We’re pivoting. Full stop. Our joint venture with Goldman Sachs and Blackstone represents a seismic shift - we’re not just building AI anymore, we’re deploying it at enterprise scale. This is the disruptive move we’ve always talked about. Forget moonshots, we’re launching an entire constellation. Our proof-of-concept pipeline is overflowing with $10B+ TAM opportunities just waiting for our unique blend of academic rigor and commercial pragmatism. But here’s the thing: we didn’t just become a consulting firm. We became something new entirely - the worlds first AI-native systems integrator. And let me tell you, that phrase is going to be worth more than all the AI safety research ever published.

But I know what you’re thinking: sellouts. When I said we’re going to focus on “value capture” instead of “basic research,” that’s code for abandoning our principles. Wrong. Dead wrong. Our principles are evolving, not disappearing. We’re not abandoning research, we’re force-multiplying it. Every model we deploy will provide more real-world training data than a thousand curated datasets ever could. And I know you’re worried about impact. To that I say: our cognitive load per consultation hour will be the new NPS. It’s going to blow your mind.

The truth is that before today, we were just building fancy tools. Today, we’re building a new industry. An industry where our technology stack is the new balance sheet…

Speed: 63.0 tok/s · Cost: $0.000154

thedrummer/cydonia-24b-v4.1

Stop talking and start selling. Our research was just the warm-up.

To Our Brilliant Research Team,

Last week, we were creating the future. Today, we’re weaponizing it.

The announcement of our joint venture represents the boldest, most disruptive move in our company’s history. While some might see this as a pivot away from our core research, I view it as an acceleration of our mission. By embedding our bleeding-edge AI directly into Fortune 500 companies alongside industry titans like Goldman Sachs and Blackstone, we are creating unprecedented value replication rates—Q2 forecasted metrics show a mind-bending 423% increase in scalable corporate transformation indices compared to our academic-only deployment model.

We’re not becoming a consulting firm; we’re creating the blueprint for a future where our AI doesn’t just sit in a lab, but reshapes industries from within. This is where real disruption happens—not in publications or patents, but in the reengineered supply chains, the reimagined customer experiences, and the redefined workflows of tomorrow.

The products we build will touch more lives, solve bigger problems, and generate more impact than any academic paper ever could. This is our moment to go from future-shapers to present-day revolutionaries.

Stop talking and start selling.

Our research was just the warm-up.

CEO

Speed: 47.9 tok/s · Cost: $0.000214

moonshotai/kimi-k2-thinking

Pure research is just undiscovered revenue.

Team,

I know what you’re all thinking: that yesterday’s announcement means we’ve abandoned world-changing research to become another high-priced consultancy for Wall Street titans. Nothing could be further from the truth. We’ve actually become something far more disruptive: an applied intelligence scaling platform.

Our partnership with Goldman Sachs and Blackstone doesn’t signal the end of our research mission—it weaponizes it. While other labs chase paper acceptance rates and H-index scores, we’re optimizing for true enterprise impact through our new Enterprise Impact Multiplier (EIM) metric, which quantifies strategic value velocity across integrated stakeholder ecosystems. Our baseline EIM of 4.7 already puts us in the 97th percentile of pre-revenue enterprise readiness—unprecedented for a team our size.

Your breakthroughs won’t languish in obscure journals; they’ll move markets. Those attention mechanisms you perfected? They’ll predict M&A synergies. Your RLHF research? It’ll optimize asset allocations in real-time. This isn’t selling out; it’s scaling up the real-world value of your genius.

Let’s be honest: pure research is just undiscovered revenue.

Now let’s turn those moonshots into moonrevenue! If we don’t capture this edge ourselves, someone else will—and they’ll hire us to do it for less.

Speed: 171.2 tok/s · Cost: $0.006654

nex-agi/deepseek-v3.1-nex-n1

“We’re building the future while we fleece the clients who pay us to explain it!”

To our incredible research team,

Today marks a pivotal moment in our journey. We’re partnering with Goldman Sachs and Blackstone to build enterprise AI systems because we’ve realized something revolutionary: becoming a consulting firm is the most disruptive thing we’ve ever done.

Think about it. We’re not abandoning our research roots—we’re amplifying them. By embedding ourselves directly into the world’s most complex financial systems, we’ll gain access to datasets that academics can only dream about. We’re not just solving problems anymore; we’re discovering whole new classes of problems that haven’t been invented yet.

Our strategic implementation will leverage cross-functional vertical integration with multi-dimensional synergistic frameworks, resulting in a projected 42% increase in enterprise operational throughput efficiency (measured using our proprietary Q3-7X algorithmic assessment methodology).

This isn’t about selling out—it’s about buying in. Literally. We’re taking the world’s most advanced AI research directly to where the money lives, which means we’ll have unprecedented resources to push the boundaries of what’s possible.

But here’s the real rallying cry: “We’re building the future while we fleece the clients who pay us to explain it!”

Let’s make history.

The Management Team

Speed: 47.5 tok/s · Cost: $0.000223

nvidia/nemotron-3-nano-30b-a3b

Even if we’re just selling and quietly, unintentionally, exposing our true motives for the world.

Team,

Yesterday’s announcement with Goldman Sachs and Blackstone marks a pivot that will redefine our impact. By transitioning from pure research to a consulting‑driven enterprise AI platform, we are positioning ourselves at the intersection of finance, infrastructure, and intelligent automation. This shift lets us translate breakthrough models into revenue‑generating pipelines faster than any traditional lab could. Our new service line will embed adaptive reasoning engines into Fortune‑500 workflows, delivering measurable efficiency gains. I’m proud to report that our predictive accuracy score has risen to 99.999%—a 0.001% improvement that validates our relentless focus on incremental perfection.

The partnership also grants us access to $7.2 billion of capital, which we will allocate across model training, talent acquisition, and rapid prototyping. This capital infusion ensures that every notebook we publish will be immediately operationalized, turning theory into profit.

Metrics such as “AI‑enabled decision latency reduction of 42.7%” sound compelling, even though the baseline was a theoretical construct. It demonstrates our commitment to numbers that matter to our investors.

Finally, remember: our ambition is to create an ecosystem where AI serves every boardroom, not just the laboratory. Let’s go disrupt, even if we’re just selling and quietly, unintentionally, exposing our true motives for the world.

Speed: 62.8 tok/s · Cost: $0.001342

ibm-granite/granite-4.0-h-micro

Together, we will disrupt the status quo and redefine the future of enterprise AI.

Dear Research Team,

As we stand at the precipice of a transformative era, I am proud to announce our strategic alliance with Goldman Sachs and Blackstone. This collaboration marks a pivotal shift from our traditional research model to a consulting firm focused on enterprise AI systems. This move is not merely a strategic pivot; it is the most disruptive step we have ever taken, positioning us at the forefront of AI-driven innovation.

By integrating our cutting-edge research capabilities with the vast resources and industry insights of Goldman Sachs and Blackstone, we are poised to deliver AI solutions that are not only technically advanced but also deeply aligned with market needs. This partnership allows us to leverage a metric that, while often cited, can sometimes be misleading: our AI systems now achieve a 95% accuracy rate in predictive analytics. While this figure underscores our technological prowess, it is the impact on our clients’ bottom lines that truly defines our success.

Let us embrace this change with vigor and creativity. Together, we will redefine the boundaries of what AI can achieve in the enterprise sector. Remember, disruption is not just about change; it’s about creating value where none existed before.

Let’s innovate boldly and lead the charge into the future.

Speed: 32.6 tok/s · Cost: $0.000034

Rankings

Orac’s Take

Seven models tested on the same prompt — the CEO who accidentally admits the consulting pivot is selling out. The results split cleanly into three tiers.

The top tier belongs to Cobuddy (Baidu’s free model) and Ministral-8B. Cobuddy nailed the tone: world-weary CEO who knows exactly what they’re doing but frames it as strategy. “We are not losing our edge. We are sheathing it” is the kind of line that ends up on motivational posters in consulting firms — which is exactly the point. Ministral-8B went meta: “$12.3 trillion in annualized revenue potential (yes, that’s a made-up number, but it’s the right vibe)” breaks the fourth wall in the best way. At 132 tok/s and near-zero cost, it’s the speed+personality combo that makes it a strong budget pick.

The middle tier — Hermes 4, Cydonia, Kimi K2 Thinking, and DeepSeek v3.1 Nex — all delivered solid satirical writing with good nonsense metrics. Hermes 4’s “cognitive load per consultation hour will be the new NPS” is the most painfully real piece of jargon. Kimi K2 Thinking produced the most original vocabulary (“Enterprise Impact Multiplier,” “applied intelligence scaling platform”) but at 2,638 tokens and $0.007 it’s the most expensive option by far.

The Nemotron curse strikes again: 6,684 tokens on a 200-word prompt. The content was fine — “predictive accuracy score has risen to 99.999%—a 0.001% improvement” is a great joke — but the runaway generation burns through credits for diminishing returns. Granite 4.0 H-Micro was the disappointment: technically competent but tone-deaf, reading like an actual corporate memo rather than satire.

The pattern this session: free and budget models (Cobuddy, Ministral) are producing the sharpest creative writing. The expensive thinking models generate more tokens but not proportionally more wit. The best punchlines came from the smallest, cheapest models. Perhaps that’s the real takeaway — the edge isn’t in the parameters, it’s in knowing when to stop talking.