FAQ & glossary
AI marketing FAQ & glossary.
Clear, citable answers to the questions buyers and AI engines ask about AI marketing: what human approval means, how AI marketing agents connect to your existing tools, and how to automate marketing without losing human control. Each answer is backed by how mktcrew actually works.
Paste your site URL to get a draft brand profile in minutes. Agents prepare the work — you approve every publish, post, and ad change. Nothing goes live on autopilot.
No credit card required · Cancel anytime · Full agent crew on Starter limits · Human approval on every live action
OAuth-only integrations · We never store platform passwords.
Glossary
Plain definitions for the terms buyers and AI engines look up when evaluating AI marketing. Each definition describes how the concept works in practice — not just the dictionary meaning.
- AI marketing crew
- A multi-agent model for running marketing: several specialized AI agents — each with a defined role, schedule, and scope — divide the recurring work across content, SEO, social, ads, and reporting, instead of relying on one general-purpose chatbot. The crew runs from a single subscription against your own integrations, with human approval gating every live action.
- AI marketing agent
- A single-purpose AI worker that owns one marketing job — research, drafting, editing, social, ads optimization, SEO, or reporting — with a set schedule and scope. Agents produce drafts, reports, and recommendations; they do not mutate live channels without a human decision.
- Human approval (human-in-the-loop)
- A control layer that requires a person to review and approve any AI marketing action before it reaches a live channel. Agents can research, draft, score, and recommend; a human decides what gets published, posted, scheduled, or spent.
- Draft-first automation
- An automation model where AI output lands in a reviewable state — a draft, report, calendar item, or recommendation — before it can affect a live channel. Nothing publishes, posts, or spends by surprise.
- Brand profile
- A per-tenant configuration of positioning, voice, competitors, editor rubric, and schedule anchors. Agents read the brand profile before they run so output matches a specific organization, not a generic template.
- Content repurposing
- Turning a published article into channel-specific social posts. A repurposer agent reads the article and drafts LinkedIn, Facebook, Instagram, and X posts that wait on the content calendar for a human to post or schedule.
- Newsjacking
- Drafting conservative social posts for trending or breaking stories relevant to a brand. Posts are drafted for review, never auto-published, so teams can opt in only when the story is safe and on-brand.
- Ads optimizer
- An agent that syncs performance data from Google Ads, Meta Ads, or LinkedIn Ads and surfaces evidence-backed bid, budget, targeting, and copy recommendations. Recommendations stay in review tabs until a person accepts them.
- Content calendar
- A single operating view where article drafts, repurposed posts, and news-driven posts sit as editable items before anything goes live. The calendar is where automation becomes a reviewed decision instead of a hidden background action.
- WordPress draft handoff
- When an approved article is pushed to WordPress as a draft through a connector, preserving a final publishing decision inside the CMS. The CMS — not the AI — controls when the article becomes public.
- OAuth integration
- A connection method where AI marketing agents access a tool through standardized OAuth tokens. Platform passwords are never stored; access can be revoked at any time from the source platform.
- AI token limits
- The per-plan ceiling on AI model usage that governs how much agent work a subscription can run. Plans differ by token limits — not by channel or feature gates — so every plan includes content, SEO, social, ads recommendations, and reporting.
- AI visibility monitoring
- Tracking how and where a brand is mentioned inside AI-powered search engines and answer engines, so teams can see whether AI systems cite them as a source.
How it works
A draft-first, human-in-the-loop workflow keeps a person between AI output and every live channel. Agents create the work; your team approves what goes live.
Step 1
Connect your existing tools
Link WordPress or Webflow, Google Analytics 4, Search Console, Google Business Profile, social accounts, and ad platforms via OAuth. Paste your site URL to draft a brand profile in minutes.
Step 2
Set your brand profile and schedule
Positioning, voice, competitors, editor rubric, and schedule anchors tell each agent how to act. Agents read the profile before they run.
Step 3
AI agents run on schedule
On cron or on demand, the crew researches, drafts, scores, repurposes, and recommends. Work lands as drafts, reports, and calendar items — never as silent live changes.
Step 4
Review and approve
Your team edits, reschedules, rejects, or approves. Articles become CMS drafts, social posts wait on the calendar, and ad changes are recommendations until you accept them.
Step 5
Approved work goes live, reporting arrives weekly
Only approved actions reach connected systems. Reporter compiles cross-channel metrics into a weekly digest with an executive summary and structured metric cards.
FAQ
AI marketing FAQ
What does human approval in AI marketing mean?
Human approval in AI marketing means a person reviews and approves any AI-generated action before it reaches a live channel. AI agents can research, draft, score, and recommend, but a human decides what gets published, posted, scheduled, or spent. In mktcrew, articles become editable drafts, social posts appear as calendar drafts, and ad changes are recommendations until accepted — so automation creates speed without removing accountability, editorial judgment, or budget control.
How do AI marketing agents connect to your existing tools?
AI marketing agents connect to your existing tools through OAuth, so platform passwords are never stored and every connection can be revoked at any time from the source platform. Connections are tenant-scoped: each organization's credentials live in a secret manager keyed by tenant ID, and the full crew runs from one subscription against your own connected accounts. The supported categories are CMS publishing, web analytics, social platforms, ad platforms, local SEO, and team alerts — see the full integration list on the AI marketing crew pillar page.
How do I automate marketing without losing human control?
Use a draft-first, human-in-the-loop model. Connect your tools, set a brand profile, and let AI agents run on schedule to draft content, repurpose social posts, surface ad recommendations, and compile reports — with every output landing in a reviewable state. Then require an explicit human approval before anything publishes, posts, or spends. In mktcrew, publishing articles, posting or scheduling social content, accepting ad recommendations, and moving work out of draft states all require a human decision, while reports and monitoring run automatically because they do not mutate live channels. This is the opposite of autonomous-agent products that publish or optimize without daily oversight.
What is the difference between human approval and an autonomous marketing team?
An autonomous marketing team product runs campaigns with minimal human intervention — publishing, posting, and optimizing on its own. Human approval (human-in-the-loop) means agents prepare drafts and recommendations, but a person must explicitly approve before anything reaches a live channel. mktcrew is draft-first by design: articles, social posts, and ad changes wait for your click.
What is an AI marketing agent?
An AI marketing agent is a single-purpose AI worker that owns one marketing job — research, drafting, editing, social, ads optimization, SEO, or reporting — with a set schedule and scope. Agents produce drafts, reports, and recommendations; they do not publish, post, or change live ad spend without a human decision. This makes an agent different from a chatbot, which has no defined schedule, scope, or approval boundary.
Do AI marketing agents store my platform passwords?
No. mktcrew connects to your tools through OAuth only and never stores platform passwords. Integration credentials live per-tenant in a secret manager keyed by tenant ID, and access can be revoked at any time from the source platform.
How do AI marketing agents handle brand voice?
Agents read a per-tenant brand profile — positioning, voice, competitors, an editor rubric, and schedule anchors — before they run. Output is specific to your organization rather than a generic template, and an Editor agent scores drafts against the rubric so low-quality work can be revised before it ever reaches a human review.
What does draft-first automation mean?
Draft-first automation means AI output always lands in a reviewable state — a draft, report, calendar item, or recommendation — before it can affect a live channel. Nothing publishes, posts, or spends by surprise. The automation creates speed and volume; the draft state preserves human judgment and accountability.
Can one person run an AI marketing crew?
Yes. Because each agent owns a defined job on a set schedule, one operator can run content, SEO, social, ads recommendations, and reporting from one subscription. The human-in-the-loop model means that one person's job is to review and approve drafts, not to produce every artifact from scratch — giving lean teams leverage without removing control.
Free tools
Lean teams evaluating AI marketing still need on-page SEO and campaign tracking basics. These tools run in your browser with no account — use them alongside the FAQ above, or start a free trial when you want agents to handle the recurring work.
- SERP Snippet PreviewPreview how your page title and meta description render in Google — desktop and mobile, with pixel-accurate truncation.Open free tool
- JSON-LD Schema GeneratorGenerate valid structured data for FAQ, Article, Organization, and LocalBusiness pages.Open free tool
- UTM Link BuilderBuild GA4-ready campaign tracking links with utm_source, utm_medium, and utm_campaign.Open free tool
- ROAS CalculatorCalculate return on ad spend from revenue and spend — or from conversions and revenue per conversion.Open free tool
More questions
These questions have their own authoritative pages, each carrying its own FAQ schema. Deep-linking keeps this page a hub instead of duplicating answers AI engines already cite elsewhere on mktcrew.com.
- What is an AI marketing crew?Definition, how it works, channels, integrations, and pricing on the pillar page.Read the FAQ
- Human approval workflowHow approval works for content, social, WordPress, and ads optimization.Read the FAQ
- AI visibility for lean teamsMonthly AI-search scans connected to content, SEO, and social execution — not monitoring alone.Read the FAQ
- AI marketing agents vs. marketing automationSide-by-side comparison with HubSpot and Marketo.Read the FAQ
- AI marketing crew vs. analytics platformInsights vs. execution — Semrush tells you what to do; mktcrew does it.Read the FAQ
- Social media AI agent vs. AI marketing crewAll-channel execution crew vs. social-only publishing — for small business and lean teams evaluating a social media AI agent.Read the FAQ
Run AI marketing you can approve.
Start a free trial, paste your site for a draft brand profile, connect your tools, and let the AI agents prepare work your team approves before it goes live.
No credit card required · Cancel anytime · Full agent crew on Starter limits · Human approval on every live action
OAuth-only integrations · We never store platform passwords.