Every investigation makes the next one smarter.
AI-powered security investigation with organizational memory.
Stage 01
Alert
Stage 02
AI Investigation
Stage 03
Hindsight Memory
Stage 04
Analyst Decision
Stage 05
Organizational Learning
Why adaptive
Most tools investigate the alert in front of them
Adaptive SOC Investigator investigates the alert and everything the organization already learned about alerts like it.
Traditional SOC
Investigate the current alert.
AI Investigator
Analyze the current evidence.
Adaptive SOC Investigator
Recall what the organization already learned.
Workflow
Alert → Recall → Investigate → Decide → Retain → Adapt
01
Alert
Security telemetry is correlated into a prioritised alert with a risk score.
02
Recall
Relevant previous investigation experiences are retrieved from organizational memory.
03
Investigate
Current evidence is analysed alongside what the SOC already learned.
04
Decide
The analyst confirms, rejects or modifies the assessment — with a reason.
05
Retain
The decision and outcome are stored as a reusable experience.
06
Adapt
The next comparable alert starts from a sharper hypothesis.
Core differentiator
Previous investigations become reusable organizational knowledge
When an analyst confirms, rejects or modifies an assessment, the reasoning, evidence pattern and outcome are retained as an experience. The next comparable alert recalls those experiences before a hypothesis is formed — so the team stops re-deriving the same conclusions.
- Evidence patterns are matched against retained experiences
- Similarity and previous analyst decisions are shown, never hidden
- Hypotheses evolve with an explicit, auditable reason
Hypothesis evolution
Initial hypothesis
Possible Brute-Force Attack
Evolved hypothesis
Potential Credential Compromise
AI-generated assessment · 91% confidence · not a confirmed security finding
Architecture
A clean separation between interface, reasoning and memory
Next-gen React frontend
Investigation workspace, alert triage and analytics.
FastAPI service layer
Investigation orchestration behind a REST contract.
Groq reasoning
Hypothesis evolution from evidence plus recalled experience.
Hindsight + database
Long-term organizational memory and persistent records.
AI recommends. The analyst decides.
No assessment is ever closed automatically. Every decision requires an analyst, a reason and an outcome — and every mutation is written to an immutable activity log.
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