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Tustin AI Daily Briefing

Tustin AI Daily Briefing

How Sierra Reached $400M ARR With Outcome-Based Pricing - Tustin AI Daily Briefing, Nov 12

Tustin AI Daily Briefing · Nov 12, 2026 · 6:35

0:006:35

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Stories in today's episode — tap a headline to read the full piece:

How Sierra went $0 to $400M ARR in 2.5 years on outcome-based pricing
Who captures the most margin in AI — a five-layer waterfall from power plant to agent
PayPal says its AI assistant went from 43% to 95% accuracy without changing the model
OpenAI lets businesses claim a profile in ChatGPT and publish their own sales agent — without sharing the conversations
Stop grading models on public benchmarks and write your own evals from your corrections
Rox raises $100m Series B at a $1.3b post-money to point revenue agents at Salesforce
Fractile raises £540m Series C at a valuation north of £5b for in-memory AI inference chips
"We move fast" is a lead, not a moat — a seven-dimension defensibility test
Stock tokens are where stablecoins were in 2023
Applied Intuition in talks for at least $1.5b at roughly a $30b pre-money
One GitHub object through MCP burned more context than all 46 tool definitions combined
A Grok-built dashboard leaked 3,784 workers' medical exams, and Railway's October breach became "a contest of agent speed"
Norwest closes $4b for its 18th multi-stage fund, Fidelity Ventures $760m for its second growth fund
Nate B Jones: the NVIDIA situation and whether it goes structural
Holiday Extras rebuilds its main app in 2 weeks with Codex
Gilbert + Tobin rethinks the business of law with agentic workflows

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