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Questions & how-tos
One specific question each, answered first in a few sentences, then explained.
- QuestionAutomate with GitHub Actions
GitHub Actions runs workflows, defined as YAML files in your repository, when something happens: a push, a pull request, a schedule or a manual trigger. Use it to build and test code, check content, deploy sites and run routine jobs. Keep credentials in Actions secrets and review workflow changes like code.
Verified Oct 16, 2026 · Build, Ops - QuestionCan I run AI models on my own computer or server?
Yes, with open-weight models. Tools such as Ollama download and run models like Microsoft Phi or Mistral Small on your own machine, and Hugging Face hosts many more. Local models keep data on hardware you control and have no per-token fees, but they're usually less capable than frontier models and need suitable hardware. Check each model's license.
Verified Oct 17, 2026 · Build - QuestionCan I track my ranking in ChatGPT the way I track Google rankings?
Not precisely. AI answers change between runs, between engines and with small wording changes, so a single 'rank' is misleading. Track how often you are mentioned across a fixed set of realistic prompts, run repeatedly over time, and watch the trend rather than any one answer.
Verified Oct 17, 2026 · Content, Data - QuestionClickUp or monday.com: which should I choose?
Both publish official hosted MCP servers, so AI support no longer separates them much. Choose by working style: ClickUp if you want tasks, docs, chat and time tracking in one place; monday.com if you want flexible, configurable boards for many workflows. Pilot one real project before you commit.
Verified Oct 17, 2026 · Ops, SOPs - QuestionCodex CLI, IDE extension or cloud: which should I use?
Use the IDE extension for edits while you work in your editor, the CLI for terminal-first or scripted work, and Codex cloud for long or parallel tasks you want to hand off. Local surfaces can reach your local services and MCP servers; Codex Cloud tasks run in isolated workspaces built from a cloud environment you set up.
Verified Oct 17, 2026 · Build - QuestionDo I need a vector database for my AI project?
Probably not at first. If your documents fit comfortably in a model's context window, or you have a few hundred files, simpler options such as long context, built-in file search or a basic index often work. Add a vector database when you have large or fast-changing collections and need fast semantic search with filters.
Verified Oct 17, 2026 · Build, Research - QuestionDoes Google penalize AI-written content?
Not for being AI-written. Google's guidance says it rewards helpful, reliable content however it is produced, but using automation, including AI, to mass-produce pages mainly to manipulate rankings violates its spam policies. The test is usefulness and originality, not the tool.
Verified Oct 17, 2026 · Content - QuestionHow can my team use AI to get better at sales calls?
Record and transcribe real calls with consent, have AI point out missed questions and objections, then role-play the hard moments with AI playing the buyer. Keep the actual conversation human. Dan Martell suggests collecting at least five calls before asking for patterns, and asking the AI to score each role-play.
Verified Oct 17, 2026 · Sales - QuestionHow do AI teammates handle approvals and sensitive steps?
Good agent platforms stop before consequential actions and hand human-only steps back to you. Grok Bot, for example, documents Auto-review rules, narrow "Ask first" rules and a computer takeover for passwords, two-factor codes and CAPTCHAs. Set standing boundaries in each bot's role and approve sends, payments and deletions.
Verified Oct 16, 2026 · Ops - QuestionHow do I add MCP servers to Cursor?
Add a server from Cursor's MCP marketplace, or list it in mcp.json with its URL (remote) or command (local), then sign in if the server uses OAuth. The CLI agent reads the same configuration, and cloud agents can use team MCP servers. Start with read-only access where offered.
Verified Oct 16, 2026 · Build - QuestionHow do I add search to a static website?
Use a static search library that builds an index when the site is built and runs in the visitor's browser, with no server to manage. Pagefind is one such tool and powers IonBin's own search. For semantic or AI-powered search, add embeddings and a vector index, such as Cloudflare Vectorize, behind a small API.
Verified Oct 17, 2026 · Build - QuestionHow do I automate client onboarding?
Trigger onboarding from the payment, not a form: create the CRM record, send a personalized welcome, collect intake details before the kickoff call, invite the client to support channels, and follow up only on what's still missing. Wire it with webhooks and an automation hub, and keep a human on the kickoff.
Verified Oct 17, 2026 · Ops, SOPs - QuestionHow do I avoid getting locked into one AI vendor?
Keep your instructions, context and evals in files you own, call models through interfaces more than one vendor supports, and test a second model regularly. Google, DeepSeek and Meta all document OpenAI-compatible APIs, and aggregators route to many models. Then switching is mostly a configuration change plus a re-test.
Verified Oct 17, 2026 · Build - QuestionHow do I build my own tool with an AI coding agent?
Write a one-page spec, create a GitHub repository, and ask a coding agent (Cursor, Codex, Claude Code or Antigravity) to build a small first version. Review every change as a pull request, add tests early, keep secrets out of code, and grow the tool in small steps.
Verified Oct 16, 2026 · Build - QuestionHow do I choose an AI assistant for a small team?
Start from where your work lives. If it's in Google Workspace, test Gemini inside Workspace first; otherwise compare ChatGPT, Claude and Gemini business plans on your three most common tasks. Check data terms, admin controls and connectors before price.
Verified Oct 17, 2026 · Ops - QuestionHow do I connect a business tool to my AI agent?
Check four routes, in order. First, a native connector or official MCP server, so the agent reads and acts directly. Second, a public API or CLI, used by developers or an automation hub. Third, bulk file export and import. Last, the browser. IonBin records which routes each tool supports, with sources.
Verified Oct 17, 2026 · Ops, Sales, Data - QuestionHow do I connect AI agents to GitHub with MCP?
Use GitHub's official MCP server. It has a hosted remote option and a local option, with toolsets for repositories, issues, pull requests, Actions and Projects. Its README links install guides for Claude, Codex and Cursor among others. Start with read-only toolsets and fine-grained tokens.
Verified Oct 16, 2026 · Build - QuestionHow do I connect Claude to my business tools?
Use connectors. In the Claude apps, add a built-in connector or a custom connector that points at a remote MCP server reachable from the internet, then sign in. In Claude Code, add servers with claude mcp add. ClickUp, monday.com, PostHog, Semrush, Railway and GitHub all document MCP servers.
Verified Oct 16, 2026 · Ops - QuestionHow do I cut AI API costs without hurting quality?
In order of impact: move routine steps to a cheaper tier, gate expensive runs with a cheap check, cache repeated instructions and documents, batch anything that isn't urgent, and trim irrelevant context. Anthropic, OpenAI and Google all publish batch discounts of 50%, and cached input is billed at a fraction of the normal rate.
Verified Oct 17, 2026 · Build, Data - QuestionHow do I deploy from GitHub to Railway or Cloudflare?
Connect the repository once and let merges deploy. Railway autodeploys services from a GitHub branch. Cloudflare Pages builds and deploys on each push, with previews for other branches, and Workers Builds does the same for Workers. Protect the main branch so only reviewed changes that pass checks reach production.
Verified Oct 17, 2026 · Build - QuestionHow do I find out everything an AI tool can actually do?
Ask it directly for its tools and limits, then check the vendor's changelog, docs and connector list. AI products ship features faster than most people track them, so even experienced users find capabilities by accident. Keep a one-page cheat sheet per tool your team uses, and confirm anything important in the vendor's own docs.
Verified Oct 17, 2026 · Ops - QuestionHow do I get AI to ask me questions before it answers?
End your prompt with an instruction such as 'Ask me any questions you need to fully understand this before you start.' The model then lists the missing context, you answer, and the result fits your situation instead of a generic one. One practitioner calls this reverse prompting (view: Dan Martell).
Verified Oct 17, 2026 · Content, Ops - QuestionHow do I get clean, structured data out of AI?
Define the exact fields you want as a schema and use the vendor's structured-output or JSON mode, so the reply arrives as data your spreadsheet, CRM or automation can read. Validate values before saving, and keep a human check for anything that feeds billing or customer records.
Verified Oct 17, 2026 · Data, Ops - QuestionHow do I get my business mentioned in AI answers?
Do the SEO fundamentals first (crawlable, clear, helpful pages), then make the facts about your business consistent everywhere and earn mentions on the third-party sites that AI answers already cite in your category. Track a fixed set of prompts over time, and treat results as trends.
Verified Oct 17, 2026 · Content - QuestionHow do I give an AI agent memory of our business?
Models remember nothing between requests. Any "memory" is information the product stores and sends back. Give agents an organised, indexed store: one folder or workspace per area, a short index page, and dated decisions. Then point each new tool at it. A tidy store matters more than which model reads it.
Verified Oct 17, 2026 · SOPs, Ops - QuestionHow do I host an app and a database on Railway?
Create a Railway project, add a service from your GitHub repo (it deploys on push), then add PostgreSQL. Its connection variables, such as DATABASE_URL, are available to your other services. Schedule volume backups and set usage limits. Railway's MCP server lets AI assistants deploy and check services for you.
Verified Oct 17, 2026 · Build - QuestionHow do I judge AI tool recommendations from creators and review sites?
Check four things: is there a financial stake, and does it ever cost the tool a ranking? Was the 'before' time measured or guessed? Is the advice dated? Does the reviewer show the work? Tool advice in this market ages fast, so prefer reviews that say when they were checked. Not legal advice.
Verified Oct 17, 2026 · Research - QuestionHow do I keep SOPs and docs as Markdown in GitHub?
Write each SOP as a Markdown file in a GitHub repository, organized by area, and change it only through pull requests. You get full history, named reviewers and a clean source that AI assistants can read. GitHub's web editor keeps it approachable for non-developers, and branch protection makes review mandatory.
Verified Oct 17, 2026 · SOPs - QuestionHow do I know if AI output is good enough to use?
Decide what 'good' means before you look: required facts, banned claims, format and tone. Test against real examples with known good answers (IonBin suggests 20 to 50 to start), score them the same way each time and set a pass bar. Re-run the test whenever you change the model, prompt or vendor.
Verified Oct 17, 2026 · Data, Support - QuestionHow do I make my offer easy for AI agents to evaluate and buy?
Answer four questions in plain text on the page an agent will read: what you do, what it costs, what the client gets and how fast. Mark the offer up with accurate structured data, and give a self-serve way to start. An agent cannot buy from "contact us for a quote." Clear pages help human buyers too, so the downside is close to zero.
Verified Oct 17, 2026 · Sales, Content - QuestionHow do I make my website easy for AI agents to use?
Make it accessible. Agents read pages much like assistive technology does: semantic HTML, real text instead of text in images, labeled forms and buttons, and accurate structured data. Following WCAG gets you most of the way. An llms.txt file is optional on top.
Verified Oct 17, 2026 · Content, Build - QuestionHow do I protect an AI agent from prompt injection?
Assume any content the agent reads (emails, web pages, files, tool results) could contain hostile instructions. Limit what the agent can do: least-privilege access, no ability to send data to arbitrary destinations, and human approval for consequential actions. Log everything. Filters help but are not enough on their own.
Verified Oct 17, 2026 · Build, Ops - QuestionHow do I stop AI from making things up?
You can't stop it completely, but you can cut it sharply. Give the model the source material, tell it that 'I don't know' is acceptable, ask it to quote the passages it relied on, and check every number, name and citation before anything goes out. For repeated tasks, add an eval.
Verified Oct 17, 2026 · Research, Content - QuestionHow do I switch AI assistants without losing my context?
Move the context, not just the account. Claude has a built-in memory import that pulls preferences and project details from another assistant. Beyond that, keep your durable context in files you own, such as instructions, style guides and SOPs in Markdown in GitHub or a notes vault, so any assistant can read them on day one.
Verified Oct 17, 2026 · Ops - QuestionHow do I track ops work in GitHub Issues and Projects?
Open an issue for each piece of work, label it, and lay issues out in a Project as a table, board or roadmap with custom fields like owner, status and due date. It suits teams whose work already lives in GitHub; teams outside engineering may prefer ClickUp or monday.com.
Verified Oct 17, 2026 · Ops - QuestionHow do I turn our SOPs into custom AI assistants?
Take a process that already produces a reliable result. Write its instructions, examples and checks as a system prompt, then package it as a shared assistant in your AI tool, such as a Claude project or a ChatGPT plugin. Keep the master copy in your own docs, because these features are being renamed and retired.
Verified Oct 17, 2026 · SOPs - QuestionHow do I use AI for meeting notes without creating risk?
Use a notetaker that joins your calendar meetings, announce recording, and decide upfront where transcripts are stored and who can see them. Have someone skim summaries before sending them to clients. Then route action items to your task tool or CRM automatically.
Verified Oct 17, 2026 · Ops, Sales - QuestionHow do I write a prompt that gets usable work?
Give the model four things: a role to act in, the context it needs (documents, audience, constraints), an explicit command (what to do, in what steps, within what limits), and the format you want back. Most weak output comes from missing context or an unstated instruction, not from the model.
Verified Oct 17, 2026 · Content, SOPs - QuestionHow do I write an AI use policy for my team?
Keep it to one page: approved tools and plans, what data may go into each, which outputs need human review before use, how to disclose AI use where required, and who owns the policy. Review it every quarter. A short, clear policy plus approved tools beats a ban.
Verified Oct 17, 2026 · Ops, SOPs - QuestionHow do we keep people in control when AI makes recommendations?
Decide which decisions AI may make, which it may only recommend, and which stay fully human. Require people to record why they accepted or rejected recommendations on important calls, sample decisions for review, and rotate who checks. The risk isn't only AI being wrong; it's people no longer checking when it's usually right.
Verified Oct 17, 2026 · Ops - QuestionHow does the Antigravity browser subagent work?
In the Antigravity app and CLI, the /browser command hands a task to a browser subagent that drives Chrome through the Chrome DevTools MCP server, so it can open pages, click through flows and report back. It isn't available inside the Antigravity IDE, which has its own browser features.
Verified Oct 16, 2026 · Build - QuestionHow should I disclose affiliate links and sponsorships?
Put a plain disclosure right next to the recommendation, in every post or page where it applies, for example 'I earn a commission if you buy through these links.' The FTC's staff guidance says a lone 'affiliate link' label may not be understood, while 'paid link' beside the link should work; a homepage-only notice is not enough.
Verified Oct 17, 2026 · Content - QuestionHow should we organize AI projects so the context is always there?
Create one project per ongoing decision or workstream, not per person: a client account, a product launch, a hiring round. Put the briefs, files and constraints inside so nobody re-explains the situation. Then control who can see each project, because a shared project with salaries or contracts in it is a data leak waiting to happen.
Verified Oct 17, 2026 · Ops, SOPs - QuestionIs it safe to put client data into AI tools?
It depends on the plan, settings and contract, not the brand. Business and API plans often offer stronger data terms than free consumer apps, but you must check each vendor's current retention and training terms, your client contracts and privacy law. Until reviewed, keep client data out.
Verified Oct 17, 2026 · Ops - QuestionShould I add an llms.txt file to my website?
It's optional. llms.txt is a community proposal, not an adopted standard, and Google says no AI text files are needed to appear in AI Overviews or AI Mode. It's cheap to add and can help coding tools and agents navigate documentation, so add it if you have docs worth mapping. Don't expect ranking gains.
Verified Oct 17, 2026 · Content, Build - QuestionShould I use an AI SDR for outbound sales?
Only with tight limits. AI can research accounts and draft first touches well, but fully autonomous outreach risks wrong facts, a bot pretending to be human, and damage to your domain and brand. Start with AI-drafted, human-sent messages to a small segment, measure replies and complaints, then expand.
Verified Oct 17, 2026 · Sales - QuestionShould I use RAG or put everything in the context window?
If the material fits comfortably in the model's context window, putting all of it in is simpler, and nothing gets silently left out. Use retrieval (RAG) when the library is too big, changes constantly, or must be searched by many users. Either way, test with questions you already know the answers to.
Verified Oct 17, 2026 · Research, Support - QuestionShould my agent use MCP servers or command-line tools?
Use MCP when your assistant is a chat app or no-code agent and the vendor offers an official server; it is the plug-and-play option. Use command-line tools or APIs when the agent already has a sandboxed shell: they cost no context until used and are easy to inspect. Either way, scope the credentials first.
Verified Oct 16, 2026 · Build, Ops - QuestionShould we fine-tune a model or just write better prompts?
Start with prompts, examples and retrieval. Many business tasks never need fine-tuning. Consider it only for a narrow, repeatable task where an eval shows prompting has hit a ceiling, or where a small tuned model would cut costs at volume. Vendor support is shrinking: OpenAI is winding down self-serve fine-tuning, and Mistral lists it as deprecated.
Verified Oct 17, 2026 · Build - QuestionWhat is Claude Code?
Claude Code is Anthropic's agentic coding tool. It reads your codebase, edits files, runs commands and connects to tools through MCP, from the terminal, VS Code and JetBrains, a desktop app or the web. It suits teams that want an AI agent working directly in their repository, with human review.
Verified Oct 17, 2026 · Build - QuestionWhat is Cursor best for?
Cursor is best for coding inside an editor with an AI agent beside you: planning and applying changes across files, running terminal commands, and checking UI changes in its built-in browser tool. Its CLI and cloud agents extend the same agent to the terminal and to background tasks.
Verified Oct 16, 2026 · Build - QuestionWhat is Gab AI?
Gab AI is a multi-model AI platform: one account and one credit balance for flagship chat models from OpenAI, Anthropic and Google, open and niche models, Gab's own Arya model, and image, video, music, 3D and speech models. Developers get an OpenAI-compatible API with an Auto router.
Verified Oct 16, 2026 · Research - QuestionWhat is Google Antigravity?
Antigravity is Google's agent-first development platform. Its app orchestrates parallel agents across projects, worktrees and scheduled tasks; a CLI covers local, SSH and headless work; IDE extensions and a standalone IDE bring agents into editors; an SDK supports custom agents. It supports MCP and a browser subagent.
Verified Oct 16, 2026 · Build - QuestionWhat is Grok Bot?
Grok Bot provides AI teammates (bots) that complete work rather than only answer questions. Bots use a persistent cloud computer, connectors, websites and files, keep working in the background, and stop for approval on sensitive steps. Plugins such as Railway's add tools through hosted MCP servers.
Verified Oct 16, 2026 · Ops - QuestionWhat is OpenAI Codex?
Codex is OpenAI's coding agent. It runs locally through the Codex CLI and IDE extension, inside the ChatGPT app, and in Codex Cloud, where tasks run in isolated workspaces. Choose it by workflow fit, such as whether your team already works in ChatGPT and wants background cloud tasks.
Verified Oct 17, 2026 · Build - QuestionWhat level of AI adoption is my business at?
Most teams sit at one of three levels. Assist: people use chat tools to do their own tasks faster. Operate: agents deliver finished work products that people assign and check. Orchestrate: one coordinating agent breaks goals into tasks for others, and people set direction and approve. Know your level, then take the next step, not the last one.
Verified Oct 17, 2026 · Ops, SOPs - QuestionWhat should we do when AI gets facts about our brand wrong?
Find where the wrong answer comes from. If it's your own pages, fix unclear or contradictory content; if it's third-party sources, correct them through outreach, profiles or PR. Make the right answer clear, consistent and corroborated across your footprint, then re-run the same prompts to see if it sticks.
Verified Oct 17, 2026 · Content - QuestionWhat's the difference between ChatGPT and the OpenAI API?
ChatGPT is an app you subscribe to and use by chatting. The OpenAI API is a developer service billed by usage that lets your own software call OpenAI's models. Use ChatGPT for individual work and the API for automations, products and agents. The two have separate bills, limits and data terms, so a ChatGPT plan doesn't cover API use.
Verified Oct 17, 2026 · Build - QuestionWhen is a reasoning model worth the extra cost?
Use a reasoning model when the task has several dependent steps and a wrong answer is expensive: planning, data analysis, debugging, contract-style comparisons. For rewriting, tagging, short summaries and routine replies, a fast standard model is cheaper and usually just as good. Test both on your real task.
Verified Oct 17, 2026 · Data, Build - QuestionWhich AI model should I use for a business task?
Start from the task, not the leaderboard. For most text and code work, today's frontier models are close enough that your instructions, data and setup matter more than the vendor. Pick the ecosystem your team already uses and the lightest tier that passes your test. Switch only for a hard capability gap, such as image generation.
Verified Oct 16, 2026 · SOPs, Content, Research - QuestionWhich AI platform should I use for what?
Pick by the job. For code: Cursor, Codex, Claude Code or Antigravity. For background work across web tools: Grok Bot. For writing and analysis: Claude, ChatGPT or Gemini. For cited research: Perplexity. For many models in one account: Gab AI or Perplexity. Then check which tools each connects to.
Verified Oct 16, 2026 · Build, Research - QuestionWhich Cloudflare products does a small business need?
Most start with Pages for the website. Add Workers when you need server code (forms, APIs, webhooks), R2 for file storage with no egress fees, D1 for a small SQL database, Workers AI to run open models, and the Agents SDK to host agents or a remote MCP server. Each has a free allowance.
Verified Oct 17, 2026 · Build - QuestionZapier, Make or n8n: which automation hub should I choose?
Pick by who will build and how complex the flows are. Zapier suits non-technical teams who want the quickest setup. Make suits visual builders who need branching and data shaping. n8n suits technical teams who want self-hosting and code steps. They bill in different units (tasks, credits, executions), so compare at your real volume.
Verified Oct 17, 2026 · Ops
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