Security log analysis
Process internal telemetry and incident context without silently moving sensitive operational data outside the approved environment.
Private AI by profession
Private AI for Cybersecurity & IT
Security workflows often contain sensitive logs, incident context and internal infrastructure details. STACKELIER matches the task to a configuration while keeping privacy location, inference and hardware eligibility explicit.
Workflows
Private AI workflows for Cybersecurity & IT
The useful configuration depends on what the work actually contains, not only on the profession label.
Malware report analysis
Analyze reports and technical artifacts using a model/runtime profile that fits both the privacy boundary and the available compute.
Sensitive internal technical analysis
Work with architecture notes, configurations and incident material while keeping the end-to-end data path inspectable.
Decision priorities
What changes the recommendation
Operational telemetry boundaries
Use this as a constraint when comparing reference stacks and when completing the Finder.
Local or controlled inference
Use this as a constraint when comparing reference stacks and when completing the Finder.
Context size for technical evidence
Use this as a constraint when comparing reference stacks and when completing the Finder.
Privacy boundary
Self-hosted is not enough for Cybersecurity & IT.
A configuration is evaluated by its actual data path. Local storage does not make a workflow fully local if inference still leaves the controlled environment.
Application
Where does the interface or service run?
Data
Where are documents, embeddings and indexes stored?
Inference
Where does the model actually process the request?
Evidence
Which authoritative sources support those claims?
Verified baseline
Reference stacks for Cybersecurity & IT
These are verified launch configurations already used by the deterministic Finder. They are reference profiles, not universal recommendations.
Cybersecurity — Security Log Analysis — RTX 4090
Open WebUI + Ollama + Qwen3-14B
EXCELLENTlocal-network
Cybersecurity — Malware Report Analysis — RTX 4070
AnythingLLM + Ollama + Qwen3-8B
EXCELLENTfully-local
Cybersecurity — Private RAG — RTX 4070
Open WebUI + Ollama + Qwen3-8B
GOODfully-local
Cybersecurity — Security Log Analysis — RTX 4070 Ti SUPER
Open WebUI + Ollama + Qwen3-14B
GOOD_WITH_BOUNDED_CONTEXTfully-local
Cybersecurity — Threat Intelligence Analysis — RTX 4070
Open WebUI + Ollama + Qwen3-8B
GOODfully-local
Cybersecurity — Private OSINT Analysis — Apple 32 GB
Khoj + Ollama + Qwen3-8B
GOODfully-local
Hard constraints win: if a mandatory privacy or hardware requirement is incompatible, the stack is excluded rather than merely ranked lower.
Next decision
Move from research to a configuration.
Use the guides for the architecture questions, compare verified baselines side by side, or run the Finder with your exact privacy and hardware constraints.
Private AI Assistants
Understand the decision boundary before choosing a specific stack.
Local AI by Hardware
Understand the decision boundary before choosing a specific stack.
Compare verified Cybersecurity & IT stacks
Open the relevant reference configurations side by side.
Run the Stack Finder
Apply your exact task, privacy requirement and hardware instead of relying on a generic baseline.
FAQ
Questions about private AI for Cybersecurity & IT
Why does private AI matter for cybersecurity workflows?
Security data can include internal logs, hostnames, incident details and infrastructure context. STACKELIER evaluates where that data is stored and where inference occurs before a stack can qualify.
Can a local security assistant still send data outside the environment?
Yes. A local interface can call an external model or service. That is why application location and inference location are evaluated separately.
What hardware factors matter for log and report analysis?
Model size alone is insufficient. Context length, quantization, runtime overhead, available RAM or VRAM and the amount of concurrent work can materially change practical fit.