AI Stack Report: 5 companies scaling with fewer than 50 people

What tools, workflows, and decisions do the most efficient AI-native companies actually use? This report maps the stack behind Midjourney ($200M, 11 people), Cursor ($100M+, ~20 people), ElevenLabs ($500M, ~40 people), Bolt.new ($20M, ~30 people), and Lovable ($400M, 146 people). Free. No catch. Just the architecture.

Midjourney

$200M ARR

11 people. Discord-native. No sales. No marketing. No free tier.

Stack: Discord, Stripe, GPUs, Slab

Cursor

$100M+ ARR

~20 people. Product is the distribution. AI-mediated development.

Stack: Stripe, Vercel, Linear, Notion

ElevenLabs

$500M ARR

~40 core. AI-native from day one. 50% B2B without a sales org.

Stack: AWS, Stripe, Intercom, Modal

Bolt.new

$20M ARR

~30 people. $2M per employee. AI is the product.

Stack: Vercel, Supabase, Linear, Stripe

Lovable

$400M ARR

146 people. AI handles lead gen, onboarding, support. No traditional sales.

Stack: GCP, Notion, Linear, Intercom AI

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1. Midjourney — $200M with 11 people

The stack

Function	Tool	Why
Distribution	Discord	175M users already there. Zero acquisition cost.
Payments	Stripe	Direct subscription billing. No sales team needed.
Compute	Custom GPU cluster	Image generation at scale. Core IP.
Internal docs	Slab	Lightweight knowledge base. Replaced Notion.
Communication	Discord (internal)	Same platform as users. Radical simplicity.

Key decision

No CRM. No marketing automation. No analytics beyond Stripe + Discord. David Holz's insight: every tool you don't need is a team you don't need to hire. The product IS the growth engine.

2. Cursor — AI-native development at scale

The stack

Function	Tool	Why
Payments	Stripe	Subscription + usage-based billing.
Hosting	Vercel	Frontend and API routes. Zero DevOps.
Project management	Linear	Speed-optimized. Built for engineering teams.
Docs	Notion	Public changelog + internal wiki.
Support	Intercom + AI	AI-first support with human escalation.

Key decision

The product (an AI code editor) means every employee already lives in the tool they're building. Dogfooding at a level most companies can't replicate. The tool IS the culture.

3. ElevenLabs — $500M ARR, 50% B2B, no sales org

The stack

Function	Tool	Why
Cloud	AWS	GPU instances for voice models. Global edge.
Payments	Stripe	Self-serve B2B. Enterprise via Stripe invoicing.
Support	Intercom	AI chatbot handles 80%+. Human for enterprise.
Model serving	Modal	Serverless GPU. Scale to zero when idle.
Analytics	Mixpanel + Metabase	Product analytics + internal dashboards.

Key decision

B2B without salespeople. Enterprise customers onboard via Stripe self-serve. The product is so good it sells itself. Support is AI-first by design.

4. Bolt.new / StackBlitz — $2M per employee

The stack

Function	Tool	Why
Hosting	Vercel	WebContainer runs in browser. Vercel for deployment.
Database	Supabase	Postgres with real-time. Open source.
Project mgmt	Linear	Engineering velocity tracking.
Payments	Stripe	Subscription tiers. Usage limits.
AI	Anthropic + custom	Claude for code gen. Custom models for WebContainer.

Key decision

30 people. $20M ARR. Every dollar of revenue funds compute, not headcount. The product itself is AI-mediated development — they literally eat their own dogfood at the architectural level.

5. Lovable — $400M with AI handling lead gen

The stack

Function	Tool	Why
Cloud	Google Cloud	AI/ML services. Global infrastructure.
Docs	Notion	Company-wide wiki. Public docs mirror.
Project mgmt	Linear	Engineering + product. Speed as default.
Support	Intercom AI	AI-native support. Human for complex cases.
CRM	Attio	AI-powered CRM. Minimal manual entry.

Key decision

146 people for $400M ARR is still 3-5x more efficient than traditional SaaS. The key: AI handles lead gen, onboarding flows, and tier-1 support. Humans focus on edge cases and relationship building.

Patterns across all 5

Stripe is universal. Every company uses it. Self-serve payments eliminate the sales ops function entirely.

Linear or bust. Fast-moving teams standardize on Linear. Speed of project management matters when you have 30 people doing the work of 300.

Intercom with AI. Not just a support tool — the first line of customer interaction. AI handles 70-80% of queries.

No Salesforce. Not one of these companies uses a traditional CRM. When the product is self-serve, CRM is overhead.

No dedicated DevOps. Vercel, Modal, Supabase. Platform-as-a-service eliminates the need for infrastructure teams.

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