// ENTERPRISE_AI_GLOSSARY
This glossary translates AI and architecture language into executive decisions: what the term means, why it matters, and where it appears in a Cocoshede blueprint.
Apply terms to your roadmapArchitecture foundation
How AI connects to the business
Knowledge and data layer
How AI gets reliable context
Models and routing
How to choose the right intelligence layer
Agents and workflow automation
How AI moves from answers to actions
Governance, risk, and economics
How AI becomes acceptable to the enterprise
// ARCHITECTURE_FOUNDATION
Use these terms to pressure-test vendor proposals, internal roadmaps, and AI investment cases before implementation decisions are made.
Term 01
Meaning
The design of how AI systems connect to business processes, data sources, applications, human reviewers, security boundaries, and operating metrics.
Executive relevance
Executives need this because a model choice alone does not explain how AI will actually change work.
In a Cocoshede blueprint
Appears in the Cocoshede Enterprise AI Map and 12-week roadmap.
Term 02
Meaning
The recommended future-state layout of systems, AI middleware, model routing, data access, controls, and outputs.
Executive relevance
It gives technology and business teams a common picture before procurement or implementation starts.
In a Cocoshede blueprint
Shown as nodes, layers, and sovereignty tiers in the blueprint dashboard.
Term 03
Meaning
The layer between existing systems and AI models. It handles retrieval, routing, permissions, logging, review workflows, and integration.
Executive relevance
Middleware prevents AI from becoming a set of disconnected experiments attached directly to sensitive systems.
In a Cocoshede blueprint
Often appears as the Cocoshede gateway, private retrieval layer, or orchestration layer.
Term 04
Meaning
The authoritative application or database for a business object such as customer, invoice, case, shipment, employee, or transaction.
Executive relevance
AI should usually recommend, draft, classify, or summarize around systems of record rather than silently overwrite them.
In a Cocoshede blueprint
Used to decide which systems are sources, which are outputs, and where approval is required.
// KNOWLEDGE_AND_DATA_LAYER
Use these terms to pressure-test vendor proposals, internal roadmaps, and AI investment cases before implementation decisions are made.
Term 01
Meaning
Retrieval-augmented generation. The AI retrieves relevant approved information before generating an answer.
Executive relevance
RAG is useful when answers must be grounded in company knowledge, policies, contracts, manuals, or historical cases.
In a Cocoshede blueprint
Recommended for internal knowledge search, policy Q&A, reporting support, and document-heavy operations.
Term 02
Meaning
A database that stores mathematical representations of content so related ideas can be found by meaning, not only keyword match.
Executive relevance
It improves retrieval, but it also creates governance questions: what was embedded, who can search it, and how long it is retained.
In a Cocoshede blueprint
Appears as private vector vault, retrieval store, or knowledge index.
Term 03
Meaning
Numerical representations of text, images, or records that help AI systems compare similarity and retrieve related content.
Executive relevance
Embeddings are powerful, but they should not be created from sensitive content without a retention and access policy.
In a Cocoshede blueprint
Used in RAG, semantic search, duplicate detection, and knowledge retrieval patterns.
Term 04
Meaning
A shared business meaning layer that defines metrics, fields, and entities consistently across systems.
Executive relevance
Without a semantic layer, AI may summarize or reason over inconsistent definitions of revenue, churn, margin, backlog, or customer status.
In a Cocoshede blueprint
Recommended for reporting acceleration, executive dashboards, and analytics workflows.
Term 05
Meaning
The practice of giving the AI only the context needed for the task, rather than every available record or document.
Executive relevance
It reduces privacy exposure, lowers cost, and makes security review easier.
In a Cocoshede blueprint
Appears as prompt filtering, retrieval scope, metadata-only routing, or redaction layer.
// MODELS_AND_ROUTING
Use these terms to pressure-test vendor proposals, internal roadmaps, and AI investment cases before implementation decisions are made.
Term 01
Meaning
Large language model. A broad AI model that can interpret, summarize, draft, reason, classify, and generate language or code.
Executive relevance
LLMs are flexible, but they are not automatically safe, cheap, or accurate for every enterprise workflow.
In a Cocoshede blueprint
Used for higher-complexity reasoning, synthesis, executive narrative, and ambiguous text workflows.
Term 02
Meaning
Small language model. A smaller model that can be cheaper, faster, and easier to host privately for focused tasks.
Executive relevance
SLMs can be better for privacy-sensitive classification, extraction, routing, or repeatable internal workflows.
In a Cocoshede blueprint
Recommended when sovereignty, cost control, or on-premise deployment matters more than broad reasoning.
Term 03
Meaning
Sending each task to the right model based on sensitivity, complexity, cost, latency, and required accuracy.
Executive relevance
It prevents companies from sending every workflow to the most expensive or least appropriate model.
In a Cocoshede blueprint
Shown as a routing layer between business requests and public API, private cloud, or local model options.
Term 04
Meaning
A controlled access layer that manages how internal applications call AI models, including permissions, logging, routing, and policy enforcement.
Executive relevance
It creates a safer enterprise boundary than letting teams call models directly from many uncontrolled tools.
In a Cocoshede blueprint
Often recommended for regulated, multi-team, or high-volume AI adoption programs.
Term 05
Meaning
A model hosted inside the organization's own infrastructure rather than through a public AI API.
Executive relevance
It can improve control over sensitive data, but may increase infrastructure complexity, hardware cost, and operational burden.
In a Cocoshede blueprint
Recommended when strict data residency, IP protection, or regulatory constraints outweigh public API convenience.
// AGENTS_AND_WORKFLOW_AUTOMATION
Use these terms to pressure-test vendor proposals, internal roadmaps, and AI investment cases before implementation decisions are made.
Term 01
Meaning
An AI system that can pursue a goal through steps such as reading context, choosing a tool, drafting an action, and checking results.
Executive relevance
Agents are powerful when workflows have repeatable steps, but risky when authority, boundaries, and review rules are unclear.
In a Cocoshede blueprint
Appears in document processing, ticket triage, reporting, and exception handling workflows.
Term 02
Meaning
A design where specialized agents handle different parts of a workflow, such as extraction, risk review, financial modeling, and roadmap planning.
Executive relevance
It can improve specialization, but also requires stronger observability, permissions, and failure handling.
In a Cocoshede blueprint
Used in the Cocoshede generation logic and in more complex enterprise workflow recommendations.
Term 03
Meaning
A control pattern where a person reviews, approves, rejects, or escalates an AI-generated recommendation before it affects the business.
Executive relevance
It is essential for high-risk workflows, regulated decisions, and early adoption where trust is still being built.
In a Cocoshede blueprint
Shown as approval queues, exception gates, reviewer roles, and escalation paths.
Term 04
Meaning
A workflow queue where uncertain, low-confidence, high-value, or policy-sensitive cases are routed for human review.
Executive relevance
It lets automation handle routine work while keeping judgment-heavy cases under control.
In a Cocoshede blueprint
Common in invoicing, compliance review, support escalation, and claims workflows.
Term 05
Meaning
Model Context Protocol. A pattern for giving AI systems controlled access to tools and context through defined boundaries.
Executive relevance
Executives do not need the protocol details, but they should care that AI tool access is governed rather than improvised.
In a Cocoshede blueprint
Referenced when multi-agent or tool-using systems need clean data and action boundaries.
// GOVERNANCE,_RISK,_AND_ECONOMICS
Use these terms to pressure-test vendor proposals, internal roadmaps, and AI investment cases before implementation decisions are made.
Term 01
Meaning
A classification of where data and model processing are allowed: public API, private cloud, VPC, or on-premise.
Executive relevance
It turns vague privacy concerns into an architecture decision.
In a Cocoshede blueprint
Displayed on AI map components to show which parts can use public APIs and which require private deployment.
Term 02
Meaning
The ability to reconstruct what the AI used, what it produced, which model/version was involved, and who approved the outcome.
Executive relevance
Auditability is essential for regulated workflows, incident review, and executive trust.
In a Cocoshede blueprint
Appears as logs, source citations, reviewer trails, and monitoring layers.
Term 03
Meaning
Ongoing checks to detect when model performance, workflow patterns, data inputs, or user behavior change over time.
Executive relevance
AI workflows degrade if the business changes and nobody notices.
In a Cocoshede blueprint
Recommended in later roadmap phases after the first workflow is live.
Term 04
Meaning
The recurring cost of model calls, private compute, storage, monitoring, human review, and support.
Executive relevance
A workflow can look attractive in a demo and still fail if operating cost exceeds labor savings or service value.
In a Cocoshede blueprint
Used in Cocoshede's ROI model and payback estimate.
Term 05
Meaning
The estimated time required for savings or value created by the AI workflow to cover implementation and operating cost.
Executive relevance
It gives CFOs a more practical lens than generic productivity claims.
In a Cocoshede blueprint
Shown in the financial model for each recommended workflow.
// FROM_TERMS_TO_DECISIONS
Cocoshede converts these concepts into a practical AI map, ROI model, security posture, and 12-week roadmap using your industry, scale, systems, and bottlenecks.