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- š® The Next Input ā Issue #087
š® The Next Input ā Issue #087
Is This an AI Bubble?

ā” The Briefing ā 60 sec
The circular money problem at the heart of AIās biggest deals. Ummm⦠The Big Short pt. 2? Feels like weāre one funding round away from āAI bubble derivatives.ā
Google rolls out Gemini AI to Android Auto users. Cruising in 2026 will officially feel like the Jetsons. āGemini, find me a coffee shop with parking and a plug.ā
Lovableās AI coding platform nears 8M users. A year ago, nobody knew them. Now? Corporate takeover incoming. Fast times at AI High.
š ļø The Playbook ā AI Market Intelligence Radar: Tracking the āBubble or Boomā Cycle
MissionāBuild an internal radar that monitors funding flows, product launches, and adoption metrics to detect whether AI trends are overheatingāor genuinely scaling.
DifficultyāAdvancedā|āBuild timeā4ā6 hours (pilot)
ROIāGives leadership a 360° financial and adoption pulse, helping predict market shifts and de-risk overexposure to hype.
0) Why This Matters
Weāve officially entered AI Gold Rush 2.0āwhere money flows in circles between model makers, chip vendors, and cloud providers.
This playbook helps you stay level-headed when everyone else is YOLOing into āthe next big thing.ā The AI Market Radar blends financial, product, and user-growth data to tell you when innovation is real and when itās vapor.
1) Architecture
Layer | Tooling | Purpose |
|---|---|---|
Collector | Crunchbase API / PitchBook / RSS feeds | Aggregate AI funding rounds & deal announcements |
Product Tracker | Hugging Face / App Annie / Google Play API | Pull adoption metrics for AI tools & apps |
Analyzer | Claude 4.5 Sonnet / GPT-5-mini | Score āBubble Riskā based on velocity, redundancy, and ROI indicators |
Database | Supabase / Notion DB | Store company profiles & risk assessments |
Dashboard | Retool / Looker Studio | Visualize funding trends, market share, and growth anomalies |
Notifier | Slack / Email Digest | Send āFunding Frenzy Alertsā or āAdoption Overheatsā signals |
2) Workflow
Collect Market Data
Pull every new AI-related funding round, acquisition, and product milestone daily.
Normalize + Enrich
Claude 4.5 Sonnet tags by category: Infrastructure, Model, Application, or Platform.
Score āBubble Riskā
GPT-5-mini evaluates metrics like user growth vs revenue, funding-to-revenue ratio, and model redundancy.
Compare Trends
Cross-analyze adoption velocity (e.g., Lovableās 8M users) with funding multiples (e.g., Nvidiaās trillion-dollar flywheel).
Visualize + Notify
Looker chart displays risk tiers by sector (āAI Chips,ā āAssistants,ā āCode Toolsā).
Slack alert: āšØ Funding-to-revenue ratio > 30x in Developer Toolsāpossible bubble indicators.ā
3) Example Prompts
Risk Analyzer (Claude 4.5 Sonnet)
SYSTEM: You are an AI market analyst.
INPUT: {company_profile, funding_amount, product_metrics, competitors}
TASK:
1. Evaluate sustainability of growth.
2. Assess duplication risk (too many players in same niche?).
3. Return JSON:
{
"bubble_risk": "low | moderate | high",
"rationale": "short explanation",
"key_signals": ["metric1", "metric2"]
}
Financial Correlation Prompt (GPT-5-mini)
SYSTEM: You are a quantitative AI market researcher.
INPUT: {funding_round_data, adoption_trends}
TASK:
Compute correlation between funding size and actual usage growth.
If correlation < 0.3 ā mark āoverfunded trend.ā
Return top 5 anomalies with reasoning.
4) Guardrails
Data Integrity: Pull data only from verified financial and app analytics APIs.
Transparency: Keep āBubble Scoresā and assumptions visible in your dashboard.
Regional Weighting: Donāt overweight U.S. metricsābalance global trends (APAC, EU, MENA).
Ethical Disclosure: Never publish speculative bubble claims without evidence.
5) Pilot Rollout ā 5 Hours
Connect Crunchbase + Hugging Face APIs to Supabase.
Run 50 recent AI startup profiles through Analyzer pipeline.
Build dashboard: Funding ā Valuation ā User Growth.
Deploy Slack digest with top 3 high-risk signals.
Evaluate: Do your internal metrics match the hype cycle?
6) Metrics
Average funding-to-revenue multiple.
Adoption curve (DAU growth per week).
Bubble risk distribution by category.
Time lag between funding spikes and adoption plateaus.
Pro tip: Add a āConfidence Indexāāa simple score combining model efficiency, user growth, and revenue health. The closer it gets to 100, the less likely your next āAI darlingā implodes.
šÆ The Arsenal ā Tools & Prompts
Asset | What it does | Link |
|---|---|---|
Claude 4.5 Sonnet | Strategic reasoning & contextual analysis. | |
GPT-5-mini | Lightweight quantitative trend modeling. | |
Crunchbase API | Funding & investor data. | |
Prompt Ā· Weekly Hype Cycle Digest | Auto-summarizes top 5 funding stories + risk levels. |
Summarize this weekās top AI deals.
Include:
- Company name & funding amount
- Sector
- Bubble risk (low, medium, high)
- One-line insight on adoption or sustainability
Return Slack/Email markdown digest.
š” Free Office Hours
Want to predict the next AI boomāor spot the bust before it hits?
Book a free 15-minute Office Hours slotāno sales pitch, just workflows solved.
ā Grab a slot: https://calendly.com/aaron-cylentis/the-next-input-office-hours
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š¹ļø Game Over
Launch your AI Market Radar todayāby next quarter, youāll know whoās building value and whoās inflating bubbles.
Share your win; you could headline Issue #088.
ā Aaron
Automating the boring. Amplifying the brilliant.
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