AI COMPARISONS

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This page helps clarify the twelve most important differnces between our new Proactive, Expert Guided AI, Generative AI and Agentic AI.

 

AspectProactive Expert-Guided AI
(Cybyr-AI)
Generative AIAgentic AI
1. GoalImprove outcomes by guiding the user with expert logicRespond to prompts with knowledge or creativityAutonomously complete tasks with minimal input
2. GuidanceAsks users questions, rcommends most important next actionsUser must steer and prompt repeatedlySelf-directed, but often unfocused
3. MeasurabilityScores and measures user progress over timeNo awareness of time, progress, or performanceLogs steps, but doesn’t assess outcomes
4. Trust & ExplainabilityBased on vetted expert contentSometimes great, sometimes misleadingOpaque; difficult to verify why actions were taken
5. Context AwarenessMaintains role, state, and risk profile per userNo Native context. Remembers context only during one sessionBuilds memory through chained logic, not user modeling
6. SecurityPrivate, isolated, no external LLMsPublic LLMs with uncertain data use and vulnerabilitiesHigh risk due to integrations and autonomous behavior
7. Cyber Use ReadinessBuilt for business security, with structured layersGood at explaining concepts; not trustworthy aloneNot enterprise-ready for secure domains
8. Alignment with HumansDesigned to support decisions, not replace themGreat assistant, great “explainer,” but passiveMay act without alignment to values or goals
9. Usefulness to SMBsGuides those with limited security staff or budgetUseful but overwhelming without supportRequires setup, maintenance, and debugging
10. Outcome OrientationMoves users toward reduced risk and resilienceProvides information; outcome depends on userMay complete tasks, but success is inconsistent
11. ScopeAlso, encompasses GenAI explainer functions, Agentic automation and focused interactive knowledge base.“Explainer”: Generative AI dynamic functions and creates media etc.“Automator”: Scales and automates tasks
12. FocusOrganizatonal cybersecurity protection and business resilienceFocus  and context proided by userFocuses on specific tasks

Related Pages

Cybyr-AI Software

The Journey to AI

The article: “Beyond Generative AI.”