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.

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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