Most AI startups don’t have an AI problem.
They have a control problem.
Users don’t care about your model.
They care about what it says.
Janfiolayer.com#AI#LondonTech#UKStartups
Everyone is racing to build better AI.
Almost no one is fixing the real problem:
👉 You can’t trust the output.
That’s why we built JanfioLayer — the system that decides what AI is allowed to ship.
janfiolayer.com#AI#LLM#BuildInPublic
The AI stack is evolving:
Models → crowded
Apps → everywhere
Trust layer → missing
JanfioLayer sits at the last mile:
✔ ship ⚠ review ❌ block
janfiolayer.com#GenAI#AIInfrastructure#Startups
AI doesn’t fail loudly.
It fails silently.
That’s what makes it dangerous in production.
JanfioLayer catches failures before users see them.
janfiolayer.com#AI#AIEthics #MachineLearning
Stripe solved payments.
Cloudflare secured the internet.
We’re building the trust layer for AI.
👉 The system that decides what outputs are safe to ship.
janfiolayer.com#AIStartup#SaaS#FutureOfAI
Every AI product today:
Prompt → Model → Output → 😬 → User
That 😬 moment is where things break.
JanfioLayer replaces it with:
Prompt → Model → ✅ Verified Output
janfiolayer.com#LLM#AIProduct#Tech
Better prompts won’t fix AI reliability.
Better models won’t either.
What we actually need:
👉 a control layer between AI and users
That’s what we’re building.
janfiolayer.com#AI#GenAI#Startups
We’re building JanfioLayer:
Real-time AI output evaluation
Model-agnostic
Runs in production
Decides what actually ships
Think: middleware for AI trust
janfiolayer.com#Developers#AIInfrastructure#SaaS
Most AI startups ask:
“How do we generate better outputs?”
We’re asking something harder:
“How do you decide if the output should exist at all?”
(1/)
janfiolayer.com#AI#StartupTwitter#BuildInPublic
If you’ve deployed AI in production, you’ve seen this:
hallucinations
inconsistent answers
silent failures
Now imagine catching all of that before users see it.
janfiolayer.com#AI#ML#TechStartups
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