AI + EOS® Glossary

Quick-reference glossary of 50+ AI and EOS terms in concise, one-line definitions—from API to Zero‑Shot. Click any term to jump to its full entry; anchors in every blog help you decode jargon and power your EOS Rocks efficiently.

AI + EOS® Glossary
The helpful library of AI + EOS terms

A–I

Accountability Chart™

EOS® org map of seats and responsibilities. Update it for AI era—add data steward, fractional CAIO, prompt librarian roles.

API (Application Programming Interface)

Gate that lets one app talk to another. All those GPT “integrations” you love? They’re APIs under the hood.

ARR (Annual Recurring Revenue)

Total subscription revenue expected in a year; a key health metric for recurring-revenue businesses.

AI Governance

Policies and controls that keep AI ethical, compliant, and aligned with business goals—covers bias audits, data rights, model-update approvals.

AI Pilot

Small-scope AI test with clear KPI and kill-or-scale deadline. Proves value before full deployment.

AI Readiness

Score (0–45) of people, process, data, and culture preparedness. Emerging, Developing, Ready tiers steer which pillar you tackle first.

AI Use Case

Specific problem or opportunity AI will solve. Must include success metric, dataset source, and owner before budget.

Bias

Systematic error in model output caused by skewed data or design. Audit it or own it.

BI Engine

Generic term for cloud-hosted business intelligence platforms that aggregate, visualize, and analyze data—e.g., Superset, Metabase, Looker.

Change Management

Process of guiding people through AI adoption—training, comms, incentives that turn skepticism into skill.

ChatGPT

OpenAI’s conversational interface on top of GPT-4o. Great for drafts, code snippets, quick brainstorming.

CustomGPT

Customizable AI assistants within the ChatGPT platform, fine-tuned with specialized prompts, data, and behaviors to match your organization’s needs.

Clarity Break™

A scheduled pause for deep thinking and strategic reset—ideal for mapping out AI initiatives.

Claude 4

Anthropic’s LLM famous for 200 k-token context (reads huge docs). Use for long policy summaries.

Cloud Run

Google’s serverless platform for running containerized applications without managing infrastructure.

Computer Vision

Models that “see” images or video. Think defect detection on a production line.

Data Lake

Raw, unstructured data repository. Messy, but vital fuel for training big models.

Data Steward

Owner of data quality, definitions, and governance to keep AI inputs accurate and compliant.

Drift

When a model’s accuracy degrades over time because real-world data changes. Schedule retraining!

EBITDA

Earnings Before Interest, Taxes, Depreciation, and Amortization. Financial metric often relevant for AI impact.

Embeddings

Numeric vectors that capture semantic meaning; power search and recommendation systems.

ELT (Extract, Load, Transform)

Data integration process that loads raw data into a destination system before transforming it for analysis—common in modern data pipelines.

EOS® (Entrepreneurial Operating System) (Entrepreneurial Operating System)

Six-component business framework—Vision, People, Data, Issues, Process, Traction—that supplies cadence to every AI initiative in this blog.

FastAPI

A modern, high-performance Python framework for building APIs with minimal code.

Fine-Tuning

Training an existing model on your data so it speaks your domain language.

Foundation Model

Huge general-purpose model (GPT-4o, Claude 4) you adapt via prompts or fine-tunes.

Generative AI

Models that create new text, images, or code from prompts. First pillar in the three-pillar framework.

Hallucination

When a model invents facts. Mitigate with RAG, source citations, and human review.

ICP (Ideal Client Profile)

Describes your most valuable type of client. Useful for targeting AI automations and scorecard KPIs.

IDS™ (Identify, Discuss, Solve)

EOS® problem-solving method used in Level 10s to squash AI blockers—bias fears, bad data, unclear ownership.

Integrator

EOS® role that turns Vision into execution. Oversees AI pilots, keeps Scorecard honest, and kills scope creep.

J–R

Jailbreak

Prompt trick that pushes a model to ignore safety rules. Bad for brand, worse for compliance.

Latency

Time from prompt to answer. Matters for chat UX and real-time apps.

Level 10 Meeting™

Weekly 90-minute EOS meeting (Segue, Scorecard, Rocks, IDS). Primary arena for AI status and issue clearing.

Lightning Rock

Urgent 14–30 day EOS goal for rapid market response—perfect for quick AI proofs when a competitor launches something shiny.

LLM (Large Language Model)

Neural net trained on billions of words; predicts next tokens to generate text.

Model Assist %

KPI: how often humans accept AI suggestions. A trust thermometer.

n8n

Open-source workflow automator; great glue for RPA pilots. (n8n.io)

OCR (Optical Character Recognition)

Converts images/PDFs of text into machine-readable words.

People Analyzer

EOS® tool scoring core values and role fit—now augmented with AI-driven sentiment analysis.

Predictive Analytics

Using historical data + models to forecast demand, churn, downtime.

Prompt Engineering

Crafting inputs (prompts) to steer model output. Your new soft skill.

RAG (Retrieval-Augmented Generation)

Feeds live docs to an LLM before it answers, boosting accuracy.

RAG Pipeline (Retrieval-Augmented Generation Pipeline)

Architecture that fetches relevant docs before invoking an LLM to reduce hallucinations.

Rocks

The 3–7 most important quarterly goals in EOS. Frame every AI project as a Rock with owner, metric, and deadline.

RPA (Robotic Process Automation)

Bots that click, type, or hit APIs to finish repeat tasks—no ML required.

S–Z

Sandbox

Isolated test environment for pilots; keeps prod safe from half-baked models.

Scorecard

EOS® weekly report of 5–15 key metrics that track the health and business performance—your pulse on Rocks, issues, and progress.

Scorecard KPI

EOS metric tracked weekly; proves an AI pilot’s worth (e.g., “Manual Hours Saved”).

SOP (Standard Operating Procedure)

A step-by-step document ensuring consistent execution of recurring processes.

SQL (Sales Qualified Lead)

A lead that’s been vetted by marketing and is ready for outreach by sales.

SQL (Structured Query Language)

Code used to query databases—think of it as the language AI speaks to pull your data.

Supabase

Hosted Postgres + auth; quick back-end for logs, RAG truth stores.

Superset

Open-source BI engine for interactive dashboards and ad-hoc data exploration.

TimescaleDB

Time-series Postgres extension perfect for sensor logs powering predictive models.

Token

Smallest text unit for an LLM. GPT-4o’s context ≈ 128 k tokens (~300 pages).

UiPath

Enterprise RPA platform. Drag, drop, deploy desktop & web automations.

Vector DB

Database optimized for similarity search on embeddings (Pinecone, Qdrant).

Vision Model

Multimodal LLM that parses images (e.g., GPT-4o-vision). Great for slides or invoice OCR.

Visionary

EOS® leadership role laser-focused on big-picture vision, growth opportunities, and innovation.

Voiceflow

No-code platform for designing, prototyping, and deploying conversational AI flows.

Zero-Shot

Asking a model to perform a task it wasn’t explicitly trained on—no examples needed.

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