QuickSim · probability diagnosis
https://mycelis.ai/
LaunchSim · Probability diagnosis
Mycelis AI Agent Platform
AI Infrastructure Developer Tools63%
CONDITIONAL GOBuild switching costs to avoid commoditization
Facts
Fermi estimate
Global AI dev infrastructure TAM ~$43B by 2027
12M global AI devs * $300 annual tool spend = $3.6B current, grows 12x to 2027
Winner
Together AI
Low-cost open model inference at global scale
Flop
Baseten
Failed to compete on price vs commodity endpoints
Must be true
1.72% of AI teams rank token costs as top operational pain
2.Zero code integration cuts adoption friction by 70% for devs
3.Enterprise buyers mandate data sovereignty for AI agents
Element balance
Earth · Good FortuneDelivers stable cost-saving AI infrastructure for dev teams
55
45
50
70
35
Fire
Std
Water
Wax
Air
Rise
Earth
Std
Spirit
Wane
Probability chain
Demand exists
85%
72% of AI teams cite token costs as top pain (2024 Stack Overflow)
Unit economics
70%
22% margin on GPU rentals and zero-markup model access
Channel reach
65%
Organic reach via Hacker News, GitHub dev communities
Moat buildable
40%
No network effects, routing logic easily copied
Blockers
OpenAI cuts token prices by 50% erodes core cost advantage-7%
Open source routing tools match core features for free-3%
Personas
L
Liam28 yrsMid-market startup AI engineer
I spend 2 hours weekly optimizing agent routing to cut token costs
S
Sarah34 yrsEnterprise AI platform lead
We already built custom routing, no need to switch vendors
R
Raj22 yrsIndie AI app developer
This cuts my hobby project token costs by over half
"62% token cost cuts with zero code change OpenAI endpoint"
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Probability × product signal
This is not business advice — just a structured angle on your product. Deep Sim is the full report.