Miatz playground

The Lock-In Detector

See exactly what's holding your stack hostage, and the exit.

Play it now — free, no account All tools

AIE-110BYOK AICross-Cuttinggen · dev

The Demystify signature

names the exact mechanism creating each lock-in — a proprietary schema, a client-side key, a closed wire format — instead of a vague 'avoid vendor lock-in' slogan; the reveal is structural, not motivational

How it works

What goes in, what comes out

What it does

Learner answers a short checklist about their current stack — single provider, proprietary tool schema, hard-coded prompts, data region — and the tool renders a lock-in radar chart across four axes (model, data, tooling, infra), naming the specific mechanism behind each red flag and the concrete swap that would neutralize it.

You bring

answer 6-8 quick questions about their current AI stack

You get

a lock-in radar chart scored across four axes, one concrete de-risking action per flagged axis, a shareable sovereignty-score badge

You control

6-8 item stack checklist, region/residency picker, 'show me the swap' toggle per flagged risk

Where it's used

FREE, top-of-funnel — /playgrounds gallery, companion to the /business readiness-audit funnel; feeds AIE-110 and the B2B audit motion

proprietary schema lock-inopen-weight portabilitydata residencymulti-provider abstractionMCP as an open interfaceexit cost

Optional · watch & try

Go deeper, elsewhere

Hand-picked public explainers and open tools that complement this one — always optional, never required, never graded.

What is LoRA? Low-Rank Adaptation for finetuning LLMs EXPLAINEDExplains the low-rank matrix trick that makes LoRA cheap LoRA for fine-tuning LLMs explained with exampleWorked example applying LoRA to an actual model LLM Fine Tuning Explained in 8 Minutes: LoRA, QLoRA, DPOFast comparison of fine-tuning method families · ~8 min Hugging Face PEFT — LoRA methodsOfficial reference implementation and guide for LoRA/PEFT fine-tuning LLM Model VRAM Calculator (Hugging Face Space)Estimate GPU memory needed to fine-tune or run a given model at a given quantization

Concepts click when you open the machinery.

Three labs are already live and free — the same hands-on style this playground brings to its module.

Play the free labs Take the DSAT