Reference
AI & Small Business Glossary
Plain-English definitions of every term you'll encounter when using AI tools to grow your local business — from chatbots and embeddings to local SEO and billing.
AI Chatbot Basics
- AI Chatbot
- A software program that uses artificial intelligence to hold conversations with website visitors in real time. Unlike a rule-based bot, an AI chatbot understands natural language — visitors can ask questions in their own words and get accurate, helpful answers.Try Envoy →
- Large Language Model (LLM)
- The AI engine that powers modern chatbots. Trained on vast amounts of text, an LLM can understand questions and generate human-like responses. Examples include GPT-4o and Claude 3. Envoy uses LLMs tuned on your specific business content.
- Retrieval-Augmented Generation (RAG)
- A technique where the AI looks up relevant information from your knowledge base before generating a response. This means the chatbot answers from your actual content — not from guesswork — dramatically reducing hallucinations.How Envoy uses RAG →
- Hallucination
- When an AI confidently states something false or made up. RAG-based chatbots like Envoy significantly reduce hallucinations by anchoring every answer to your real business content rather than the model's training data.
- Embeddings
- A way of representing text as numbers (vectors) so the AI can find semantically similar content quickly. When you train Envoy on your website, each page is converted to an embedding — enabling the chatbot to retrieve the right answer even when the visitor phrases it differently.
- Vector Database
- A specialized database that stores embeddings and allows lightning-fast similarity search. When a visitor asks a question, the chatbot queries the vector database to find the most relevant sections of your content before composing a response.
- Knowledge Base
- The collection of content the AI learns from — your website pages, PDFs, FAQs, product docs, and more. The richer your knowledge base, the more accurately the chatbot can answer visitors' questions.
- Training Data
- The content you feed to the chatbot so it can learn about your business. For Envoy, training data includes your website URL, uploaded PDFs, and any custom Q&A pairs you add.
- Fine-Tuning
- Additional training that adapts a general-purpose AI model to a specific domain or style. Envoy's RAG approach is an alternative to fine-tuning that works without modifying the base model — making it faster and more cost-effective to keep your chatbot up to date.
- Prompt Engineering
- Crafting precise instructions that shape how the AI behaves. In Envoy's system prompt, you can set the chatbot's tone, restrict it to relevant topics, and define fallback behavior — all without writing code.
Chatbot Features & Metrics
- Lead Capture
- Collecting visitor contact information (name, email, phone) during a chat conversation. A well-configured AI chatbot captures leads automatically before handing off to your sales team.Envoy lead capture →
- Chat Session
- A single continuous conversation between one visitor and the chatbot, from the first message to the last. Sessions are tracked for analytics purposes — helping you understand how visitors engage and where they drop off.
- Conversation Handoff
- The process of transferring a chat from the AI to a human agent when the visitor's issue is too complex, sensitive, or sales-critical for the bot. Envoy triggers handoffs via email or CRM notification.
- After-Hours Coverage
- Your chatbot answering questions and capturing leads when your team is offline — nights, weekends, holidays. Studies show 78% of customers buy from the first business to respond. After-hours coverage closes that gap.Calculate your after-hours traffic →
- Intent Recognition
- The AI's ability to understand what a visitor actually wants — even when phrased differently each time. A question like “do you do weekends?” and “are you open Saturday?” have the same intent and a well-trained chatbot answers both correctly.
- Sentiment Analysis
- Detecting the emotional tone of a message — positive, neutral, or negative. Chatbots use sentiment analysis to escalate frustrated visitors to a human agent faster.
- Chatbot Analytics
- Data on how your chatbot is performing — total sessions, questions asked, leads captured, unanswered questions, and top topics. Envoy surfaces these in a real-time dashboard.
- Unanswered Question
- A visitor question the chatbot couldn't answer from your knowledge base. Envoy logs these so you can add missing content and continuously improve accuracy.
- Widget
- The chat bubble or button that appears on your website, opening the chatbot when clicked. Envoy's widget is a single JavaScript snippet — no developer needed, works on any website platform.Add to your site →
- API Key
- A unique token that identifies your chatbot and authenticates requests. Your Envoy widget uses an API key to connect your website to your trained chatbot securely.
Digital Marketing & Lead Generation
- Conversion Rate
- The percentage of website visitors who take a desired action — filling out a form, booking a call, starting a chat, or making a purchase. A chatbot that captures leads 24/7 directly improves your site's conversion rate.
- Bounce Rate
- The percentage of visitors who leave your website without taking any action. A chatbot that proactively greets visitors can reduce bounce rate by engaging them before they leave.
- Customer Journey
- The steps a potential customer goes through — from first discovering your business to making a purchase. An AI chatbot supports every stage: answering awareness questions, qualifying leads, handling objections, and booking appointments.
- Call to Action (CTA)
- A prompt that encourages a visitor to do something — "Book a Free Consultation", "Get a Quote", "Chat with Us". Your chatbot's opening message is itself a CTA.
- Lead Qualification
- The process of determining whether a prospect is a good fit for your business before investing sales time. An AI chatbot can ask qualifying questions (budget, timeline, location) automatically — so your team only calls warm leads.
- CRM Integration
- Connecting your chatbot to a Customer Relationship Management system (like HubSpot or Salesforce) so captured leads flow directly into your sales pipeline — no manual copy-paste.
- Webhook
- An automated message sent from one app to another when an event occurs. Envoy can trigger a webhook when a lead is captured — instantly notifying your CRM, Slack, or email.
- Click-Through Rate (CTR)
- The percentage of people who see a link and click on it. In chatbot contexts, CTR often measures how often visitors follow up on a chatbot's suggested actions.
- Funnel
- A model representing the stages potential customers move through — from awareness to purchase. Chatbots accelerate the funnel by answering questions immediately at every stage instead of making visitors wait for an email reply.
- Response Time
- How quickly a business replies to an inquiry. The average business response time to a web lead is 47 hours — an AI chatbot responds in under a second, every time.Grade your response time →
Local SEO & Online Presence
- Local SEO
- Optimizing your online presence so your business appears in local search results — "HVAC repair near me", "best dentist in Oklahoma City". Local SEO includes your Google Business Profile, reviews, citations, and website content.
- Google Business Profile (GBP)
- The free listing that appears when someone searches for your business on Google — showing your hours, reviews, photos, and location. Keeping it accurate and active is the single highest-ROI local SEO action a small business can take.
- NAP Consistency
- Name, Address, Phone number. Search engines verify your business identity by checking that your NAP is identical across your website, Google Business Profile, Yelp, and all other directories. Inconsistencies hurt your local ranking.
- Schema Markup
- Structured data added to your website that helps search engines understand what your content means — your business type, hours, reviews, and services. Schema markup can earn rich results (star ratings, FAQs) in Google.
- Citation
- Any online mention of your business's NAP — Yelp, Angi, the Better Business Bureau, local chamber of commerce directories. More consistent citations = stronger local authority in search rankings.
- Core Web Vitals
- Google metrics that measure real-world page experience — Largest Contentful Paint (loading), Interaction to Next Paint (responsiveness), and Cumulative Layout Shift (visual stability). Poor Core Web Vitals can push your site down in search results.
- Organic Traffic
- Visitors who find your website through unpaid search results rather than ads. Organic traffic from SEO is compounding — the content you create today can send visitors for years.
- Long-Tail Keyword
- A specific, multi-word search phrase — "best AI chatbot for dental practice in 2026" instead of "chatbot". Long-tail keywords have lower search volume but much higher purchase intent and easier ranking potential for small sites.
- Backlink
- A link from another website to yours. Backlinks remain one of the strongest signals for Google ranking — especially from authoritative local news sites, industry directories, or partners.
- E-E-A-T
- Experience, Expertise, Authoritativeness, Trustworthiness — Google's quality framework for evaluating content. For small businesses, demonstrating E-E-A-T means publishing useful, accurate content that shows real-world experience in your field.
AI Website & Content
- AI Website Builder
- A tool that generates a full website from basic business information in minutes — no templates to wrestle with, no developer needed. WebEnvoy builds your site, writes your copy, and embeds a chatbot automatically.Try WebEnvoy →
- Web Scraping / Crawling
- Automatically reading a website and extracting its content. Envoy crawls your existing website to build your chatbot's knowledge base — you paste a URL and it reads every page.
- Content Management System (CMS)
- A platform for creating and publishing website content — WordPress, Squarespace, Webflow, Shopify. Envoy integrates with all major CMS platforms via a single embed snippet.
- Static Site Generation (SSG)
- A web delivery method where pages are pre-built as HTML files and served instantly from a CDN — no server computation on each request. WebEnvoy generates static pages for the fastest possible load times.
- Social Media Automation
- Using AI to plan, write, and schedule social media posts — so you maintain a consistent presence without spending hours every week. Postgenic generates on-brand posts for Instagram, Facebook, and TikTok automatically.Try Postgenic →
- Content Calendar
- A schedule of what content you will publish and when. Postgenic auto-generates a content calendar based on your business type, seasonal trends, and engagement history.
- Image-to-Post
- Generating a complete social media post (caption, hashtags, call to action) from a photo. Postgenic can turn a photo of your work or product into a ready-to-publish post in seconds.
Business & Billing Terms
- SaaS (Software as a Service)
- Software delivered over the internet on a subscription basis — no installation, no servers to manage, automatic updates. All Sanaf AI products are SaaS.
- Monthly Recurring Revenue (MRR)
- Predictable subscription revenue per month. For your business, a chatbot that consistently captures leads contributes directly to your MRR by keeping your sales pipeline full.
- Return on Investment (ROI)
- How much value you get back for every dollar spent. An AI chatbot's ROI comes from captured leads, reduced support costs, and 24/7 availability that would cost 10× more with human agents.Calculate your chatbot ROI →
- Flat-Rate Pricing
- A single monthly fee regardless of how much you use the product — no per-message or per-conversation charges. Envoy uses flat-rate pricing so you never get a surprise bill during a busy month.
- Free Plan
- A product tier with no monthly charge that lets you try core features before upgrading. Envoy offers a free plan with no credit card required — you can train your chatbot and test it before paying anything.Start your free plan →
- Churn Rate
- The percentage of customers who cancel their subscription in a given period. For your business, reducing churn means retaining customers — AI chatbots help by delivering faster support and better first impressions.
- Money-Back Guarantee
- A commitment to refund a customer's payment if they're not satisfied within a defined window. Sanaf AI products include a 30-day money-back guarantee — no risk to try.
Ready to put these concepts to work?
Envoy trains on your business content and answers visitor questions 24/7 — no developer required. Free plan available, live in 5 minutes.