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- The Next Input — Issue #095
The Next Input — Issue #095
Stop "Shadow AI" Before It Fires You

⚡ The Briefing — 60 sec
NVIDIA announces new open AI models and tools for autonomous driving research
If you’ve never been in a car that actually drives itself, this might look like nothing. But once you’ve felt the wheel turn without you… it hits different.NSW planning official used husband’s AI tool to fast-track hundreds of housing proposals
Using prohibited tools on the job is definitely not a nothingburger. Sucks for them, but rules are rules.Google CEO warns the US is losing the AI race to China due to regulations
Same argument, new day. Regulation vs velocity. Someone’s always losing to someone.
🛠️ The Playbook — The AI Procurement Firewall
Mission Build a system that ensures staff only use approved AI tools—and flags risky or off-policy use instantly.
Difficulty Advanced
Build time 3 hours
ROI Prevents compliance breaches and shadow-AI creep without killing productivity.
0) Why This Matters
Every workplace right now has two categories of AI usage:
The official stuff leadership thinks people use.
The wild west people actually use—personal tools, side apps, extensions, random models.
The NSW planning scandal is a preview of what happens when “shadow AI” slips into decision-making.
This firewall solves that without turning into another corporate chokehold.
1) Architecture
Component | Tool | Purpose |
|---|---|---|
Intake | Browser extension (Stytch SSO Enforcement) | Detect tool usage + authenticate users |
Policy Store | Confluence / Airtable | Track approved + banned AI tools |
Evaluator | Claude 4.5 Haiku | Classify risk level of observed tool usage |
Compliance Layer | GPT-5-mini | Generate clean incident summaries |
Notification | Slack + Email | Instant flagging for off-policy usage |
2) Workflow
Browser extension logs whenever employees use an AI-adjacent domain or tool.
System checks tool against the Airtable “AI Policy Register”:
Allowed
Allowed with restrictions
Prohibited
If usage is prohibited or high-risk, the event triggers a Haiku evaluation:
what the tool does
whether access could compromise data
severity tier
GPT-5-mini drafts a simple incident note with next steps.
Slack notifies:
user
manager
compliance
For low-risk tools, system suggests an approved alternative and lets work continue.
3) Example Prompts
Risk Classification (Claude 4.5 Haiku)
Classify this AI tool’s usage:
- What the tool does
- Level of data exposure
- Whether it bypasses policy
Return: Low, Medium, High.
Include a 1–2 sentence explanation.
Incident Summary (GPT-5-mini)
Write a clean incident summary:
- what tool was used
- why it’s off-policy
- suggested corrective action
Tone: concise, neutral, professional.
4) Guardrails
Do not block users mid-task—warn, then log.
Approved tools list must be reviewed weekly.
Avoid over-flagging harmless usage (Wikipedia summaries ≠ AI tool).
Keep employee names out of auto-generated reports until a human confirms severity.
5) Pilot Rollout — 3 hours
Build your Airtable “AI Policy Register.”
Deploy a lightweight browser extension with domain logging.
Test detection with 15 tools: ChatGPT, Claude, Perplexity, Midjourney, Poe, etc.
Run the Haiku classifier on captured logs.
Add the top five employee-safe alternatives into the policy.
Turn on Slack incident alerts for high-risk categories only.
6) Metrics
Number of flagged off-policy tools per week
Percentage of staff using only approved tools
High-risk incidents prevented
Time spent reviewing tool usage
Reduction in shadow-AI tools over 30 days
Pro Tip: Don’t fight shadow AI—redirect it. Give people approved tools that actually feel good to use.
🎯 The Arsenal — Tools & Prompts
Stytch SSO Enforcement · Authenticate usage + enforce tool access · https://stytch.com
Klu.ai · Centralised AI policy + usage analytics · https://klu.ai
Conductor · Risk scoring for SaaS + AI apps · https://conductor.one
Acronis CyberProtect · Endpoint monitoring for unauthorised tools · https://acronis.com
Copy-paste prompt block:
You are my AI usage risk evaluator.
Classify the tool:
- function
- data exposure level
- compliance conflict
Return: Low, Medium, or High.
Keep it tight.
💡 Free Office Hours
Want help implementing anything? Book a free 15-minute Office Hours slot—no sales pitch, just workflows solved.
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🕹️ Game Over
Approve the right tools and the wrong ones disappear.
— Aaron Automating the boring. Amplifying the brilliant.
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