Mentioned AI · FAQ

Every question buyers ask, answered.

43 questions across 7 buyer-journey stages. Click any answer to lift it verbatim. The FAQ is also encoded as schema.org FAQPage JSON-LD so ChatGPT, Claude, Perplexity, Gemini, and Google AI Overview can quote any answer with attribution to Mentioned AI.

Definition + category

What Mentioned AI is and where it fits in the AEO / GEO / LLM-SEO category.

What is Mentioned AI?

Mentioned AI is the answer-engine GTM platform for lean B2B teams. It tracks how ChatGPT, Claude, Perplexity, Gemini, and Google AI Overview cite your brand for the buyer-questions that close deals, then ships ready-to-paste content fixes the founder can publish in under ten minutes. The platform runs a closed loop of Track, Forensics, Citation-Lift, Ship, Verify. Self-serve from $99/mo, 2-day free trial, no credit card.

What is AEO?

AEO stands for Answer Engine Optimization. It is the practice of structuring content so AI answer engines (ChatGPT, Claude, Perplexity, Gemini, Google AI Overview) lift it verbatim or near-verbatim into their synthesized answers. AEO replaces a chunk of the traditional SEO funnel because buyers now ask the engine first and only visit the homepage after.

What is the difference between SEO, AEO, and GEO?

SEO ranks pages on traditional search engines like Google. AEO and GEO (Generative Engine Optimization) are the parallel disciplines for answer engines. AEO and GEO are largely interchangeable terms covering the same craft. Mentioned AI is an AEO and GEO measurement and execution platform; the SEO incumbent tools (Ahrefs, Semrush) do not track LLM citations at all.

Is AEO the same as LLM SEO?

Yes. LLM SEO, LLMO, GEO, and AEO are four names for the same practice. The industry has not settled on one term. Mentioned AI uses AEO because it is the most common phrasing in 2026 buyer search queries.

Which AI engines does Mentioned AI track?

ChatGPT (OpenAI), Claude (Anthropic), Perplexity, Gemini (Google), and Google AI Overview. Tracking runs daily across every prompt you configure, with per-engine score deltas. Engine weights for the composite Mention Score: ChatGPT 1.30, Google AI Overview 1.30, Perplexity 1.20, Gemini 1.00, Claude 0.90. New engines are added as they reach buyer-discovery scale.

Why is AI citation tracking important now?

Gartner research from 2025 found 96% of B2B buyers use AI during the research phase. Forrester showed brands are 3.8x more likely to be shortlisted when an AI surfaces them by name. SimilarWeb reports 12% of search clicks now go to AI answers instead of organic results. Citation in AI answer engines has replaced ranking on Google as the visibility metric that matters most for lean B2B companies.

Pricing + trial

Plans, the 2-day trial, add-ons, and how billing works.

How much does Mentioned AI cost?

Three plans: Starter $99/mo (1 brand), Growth $249/mo (3 brands), Scale $499/mo (10 brands). Annual billing saves 17%. Extra brand workspaces are $49/mo each above your plan ceiling. There is no upper limit.

Is there a free trial?

Yes. 2-day free trial, no credit card required. Your first tracker run lands within hours of signup; you see a full forensics pass before the trial ends, which is the same loop a paid plan runs.

Do I need a credit card to start?

No. The 2-day trial does not require a credit card. Billing is added only when you decide to continue on a paid plan.

Which plan is right for a solo founder?

Starter ($99/mo) for a single brand. Most solo AI-native founders ship one product and only need one workspace. Upgrade later when you add a second brand or want the per-brand pricing of Growth.

Which plan is right for an agency?

Growth ($249/mo) for 3 client brands. Scale ($499/mo) for 10 client brands. Past 10, stack additional brand workspaces at $49/mo each. The per-brand economics make Mentioned AI the sharpest fit for boutique B2B agencies running 5-20 client brands.

Are there hidden costs or overages?

No. Pricing is flat monthly subscription. No per-prompt charges, no per-engine charges, no overage fees on tracking volume. The only add-on is extra brand workspaces at $49/mo each above your plan ceiling.

Comparisons + competitors

How Mentioned AI compares against the alternatives a founder evaluates.

How does Mentioned AI compare to Profound?

Profound is the enterprise-grade AEO platform, priced at $50K+ per year with SDR-led procurement and dedicated CSMs. Mentioned AI is the lean B2B middle: $99-$499/mo, self-serve, no SDR, paste-ready fixes built in. Pick Profound if you have Fortune 500 procurement requirements (SOC2 Type II, dedicated account manager, annual contracts). Pick Mentioned AI if you are a founder or growth lead at a $1M-$30M ARR B2B SaaS who wants to ship a fix this week, not commission a quarterly content sprint.

How does Mentioned AI compare to Jam?

Jam is a horizontal AEO and outbound platform priced for mid-market (~$1K-3K/mo range), broader than pure citation tracking. Mentioned AI is narrower and deeper on the citation-lift loop: tracking plus paste-ready content fixes plus AEO-calibrated backlinks plus voice-matched LinkedIn + X drafts. At $99/mo entry vs Jam mid-market pricing, Mentioned is the right pick when the buyer is the founder paying out of pocket, not a procurement-shaped CMO.

How does Mentioned AI compare to Otterly?

Otterly is the cheapest pure-monitoring tracker at $29/mo, with fewer engines and no fix layer. Mentioned AI is more expensive ($99/mo) but ships the recovery content automatically and verifies the lift the next morning. Pick Otterly if you only need a citation dashboard. Pick Mentioned if you want the dashboard plus the content fix plus the verification, all in one loop.

Will Mentioned AI replace my Ahrefs or Semrush subscription?

No. Ahrefs and Semrush measure Google ranking and backlink graphs. Mentioned AI measures AI answer engine citations and ships fixes for them. The two solve different problems. Most Mentioned customers run both. Mentioned AI is additive, not a replacement.

Is Mentioned AI the same as mentioned.ai?

No. Mentioned AI is a product of Anthony Venture Labs at https://anthonyventurelabs.com/mentioned. The namesake domain mentioned.ai is a dormant, unrelated blog-outreach tool. The two are unaffiliated.

Can I export the data to feed other tools?

Yes. CSV export is available per engine and per prompt, plus a JSON API for tracking data. Most customers pipe the daily score into a Notion dashboard or a CRO board deck.

Mechanism + how it works

The five-layer operating loop and what the product actually does each day.

How does Mentioned AI actually work?

The product runs a daily loop. Track: each morning we query ChatGPT, Claude, Perplexity, Gemini, and Google AI Overview for every prompt you configure. Forensics: when a score moves, we run a cause-code pass that explains why (we_dropped, we_weakened, competitor_new, competitor_strengthened, content_stale). Citation-Lift: for each gap, we draft the exact content block that would close it. Ship: one click into your CMS via the format picker (Markdown, WordPress Gutenberg, Webflow, Notion, Framer, JSON-LD FAQ). Verify: the next morning the tracker re-runs and reports the lift delta.

How do I track brand mentions in ChatGPT?

Connect your domain, name your top buyer-questions, and Mentioned queries ChatGPT (along with Claude, Perplexity, Gemini, and Google AI Overview) every day. Each answer is parsed for whether your brand is cited, where it appears in the ordering, and which competitors share the answer. Deltas surface as score events.

What is a Citation-Lift?

When Mentioned detects a competitor cited by an AI engine where your brand should be, it drafts the exact content fix to close the gap. The suggestion includes the prompt that surfaced the gap, the engine that cited the competitor, the rationale, and the estimated Mention Score lift. You copy it from the Content tab, paste into any CMS via the format picker, and the next tracking run measures the verified lift.

What is a Mention Score?

The Mention Score is a composite 0-100 score representing how often your brand is cited by the five engines weighted by their respective importance (ChatGPT 1.30, Google AI Overview 1.30, Perplexity 1.20, Gemini 1.00, Claude 0.90). Underneath the aggregate are five pillar scores: Discoverability, Authority, Voice, Reach, Community Growth.

What is the Five-Pillar Operating Framework?

Mentioned AI breaks the aggregate Mention Score into five disciplines so a founder knows which pillar to invest in this week, not just an aggregate vanity number. Discoverability: are the engines finding you. Authority: are credible sources citing you. Voice: does your content read like the engines want to quote. Reach: do you appear across enough prompts. Community Growth: are third-party communities and conversations naming you.

How long until I see results?

Most customers see measurable share-of-voice movement within 14 days of shipping the first three Citation-Lift suggestions. Each suggestion is one-click copied as a markdown / schema / FAQ block and pasted into any CMS. Median time-to-first-citation on a newly tracked prompt is roughly two weeks after the fix is live.

How is the Mention Score calculated?

For each engine, the tracker queries every configured prompt and records whether the brand is cited and where. The per-engine score is the citation rate weighted by position. The composite weights the five engines (ChatGPT and Google AI Overview at 1.30, Perplexity at 1.20, Gemini at 1.00, Claude at 0.90) to reflect their relative buyer-research importance in 2026 telemetry.

Setup + integration

Onboarding, no-developer requirement, CMS integration.

Do I need a developer to use Mentioned AI?

No developer needed. Every Citation-Lift suggestion is paste-ready content shipped straight into any CMS (WordPress, Webflow, Notion, Framer, Markdown blogs, JSON-LD FAQ). The CMS Format Picker turns the same draft into the right shape for whichever CMS you run. One person, ten minutes, one citation gap closed.

Which CMS systems does Mentioned AI work with?

Any CMS that accepts pasted Markdown, HTML, or JSON-LD. The format picker outputs eight target shapes: Markdown, HTML, WordPress Gutenberg blocks, Webflow Rich Text, Notion, Framer, JSON-LD FAQ schema, plain text. If your CMS accepts text, Mentioned ships into it.

How long does onboarding take?

Roughly 10 minutes for a brand new account. Add your domain, paste your top 10 buyer-questions, name two competitors, and the first tracker run starts within the hour. The first forensics pass and Citation-Lift suggestions land overnight.

Can I edit the prompts being tracked?

Yes. The prompt list is fully editable from the Settings tab. Add, remove, or refine prompts at any time. Most brands start with 10-15 prompts and grow to 30-50 as they learn which buyer-questions matter most.

Does Mentioned AI integrate with Slack, Notion, or HubSpot?

Webhooks are the integration layer today. Subscribe to events (score_dropped, citation_lift_ready, backlink_won, etc.) and pipe them into Slack, Notion, HubSpot, Attio, Linear, or any tool that accepts inbound webhooks. Native integrations are on the roadmap for Q3 2026.

Outcomes + use cases

What success looks like and which ICPs the product fits.

Who is Mentioned AI for?

AI-native product founders shipping LLM wrappers, agents, copilots, or AI-first SaaS. Heads of Growth at $5M-$30M ARR B2B SaaS already paying Ahrefs or Semrush. Technical CMOs defending AEO budget to the board. Boutique B2B agencies running 5-20 client brands. Early-stage VCs gifting seats to portfolio AI brands. Not for: Fortune 500 enterprise marketing teams (use Profound), B2C DTC brands (wrong category), local services (Google Maps surface).

How do I prioritize which prompts to fix first?

Mentioned sorts gaps by AEO Value Score, a composite of citation rate the prompt drives, competitor strength on the same prompt, and historical conversion correlation for prompts of that shape. The Content tab shows the highest-value open suggestions at the top so the founder always starts with the highest-leverage fix.

What does success look like after 30 days?

A founder running the loop daily for 30 days typically ships 8-15 Citation-Lift suggestions, sees the aggregate Mention Score lift by 12-25 points, opens 6-10 backlink opportunities into outreach, and surfaces 2-4 AEO-calibrated backlinks that flip from opportunity to active. The specific numbers vary by category warmth and existing content footprint.

Has anyone actually gotten results with Mentioned AI?

Yes. The clearest dogfood proof is on the brand itself: Mentioned AI tracks Mentioned AI publicly at /mentioned/score and ships its own Citation-Lift fixes to the live page. Early customers (AI infra startup at Series A, a $14M ARR fintech SaaS, a boutique agency with 6 client brands) all shipped fixes inside their 24-hour trial window and converted on that proof.

Can I see how an engine answers a question about my brand right now?

Yes. The chat box at the top of /mentioned accepts any buyer-question and shows the shape of what the engines return. Sign in to see real per-engine answers for your brand, plus the exact paste-ready Citation-Lift fix Mentioned would draft to lift you into the answer.

How are brand workspaces counted for agencies?

A brand workspace is one customer with its own ICP, prompt set, competitor list, Performance Dashboard, AEO assets bundle, and weekly KPI email cadence. Solo teams need one (Starter $99). Three brands at Growth ($249) is the agency sweet spot. Scale ($499) bundles ten. Past ten, stack additional workspaces at $49/mo each.

Does Mentioned AI work for non-English markets?

The tracker engines work in any language the underlying models support, so German, French, Spanish, Japanese, and dozens of others all work technically. Prompt sets default to English; switch the prompt language to match your market and suggestions are drafted in that language.

Can I cancel anytime?

Yes. Cancel from the Billing tab with one click. Subscription ends at the end of the current paid period. No fees, no negotiation, no save calls.

Demand pipeline + Authority signals

How Mentioned turns citation data into outbound leads and AEO-calibrated backlink opportunities at zero per-lead vendor cost.

What is the Demand tab?

The Demand tab is the lead-sourcing engine inside Mentioned AI. It takes the first-party citation data the rest of the product runs on and turns it into outbound leads. Every domain the AI engines cite in answers to your tracked prompts becomes a sourcing candidate (they are evaluating the same category your brand serves, right now). The Mentioned spider scrapes the candidate company's team and bio pages for decision-makers (name, title, LinkedIn, email at the strongest available confidence), the deep-ICP grounder filters against your full brand context (positioning, pain points, common questions, ICP titles, buyer language), and the outreach drafter writes a citation-anchored email + LinkedIn DM per qualified person. Everything lands in a 6-lane kanban. Zero per-lead vendor cost.

How does Mentioned AI find decision-makers without paying for a contact database?

The Mentioned spider scrapes the candidate company's publicly published pages (team, about, leadership, people, contact) and any linked individual bio sub-pages, then extracts name + title + LinkedIn + email triplets via a graceful chain of CSS-like selectors falling back to heuristic regex. When a scraped email is not available, the spider pattern-guesses the most likely email (firstname.lastname@domain) at calibrated medium confidence so the founder knows to verify. The spider honours robots.txt and applies per-domain politeness delay. No vendor database, no paid enrichment, no proxy rotation.

How does Demand outbound compare to visitor-identification tools?

Visitor-identification platforms only de-anonymize people who have already visited your site. Mentioned Demand surfaces companies before they visit, sourced from first-party AI engine citation data (which no visitor tool has) and grounded against your full brand context via LLM. The inbound visitor de-anonymization path is also included for sites that prefer to capture warm intent first; both paths feed the same kanban. The decisive advantage is the data: the AI engines literally show you who is evaluating your category, and that signal is unavailable to vendor databases.

What are Authority signals in the Backlinks tab?

Every backlink opportunity in Mentioned now carries three signals beyond the pitch package itself: a Domain Authority estimate (0-100, computed from how often the AI engines cite the source domain across your tracked prompts in the last 90 days, multiplied by engine diversity, penalized for shared-publisher hosts like Medium and Substack), a Topic Relevance score (0-100, computed from prompt overlap, buyer-phrase overlap, and a section bonus for pricing / vs / best pages), and an Anchor Text Strategy recommendation (natural distribution across brand-name / naked URL / generic / exact-match, with per-page tilt for pricing vs comparison vs editorial). These signals decide which pitches are worth a founder hour.

What does the Founder Advisor do?

Founder Advisor is an admin-only multi-agent debate AI for the founder running Mentioned AI as their own GTM operating system. It dispatches six specialist personas in parallel (growth strategist, pricing strategist, distribution strategist, product strategist, brand voice strategist, devil's advocate), each grounded in twelve named lean-SaaS founder case studies (Pieter Levels, Marc Lou, Justin Welsh, Tony Dinh, Damon Chen, Andrey Azimov, Daniel Vassallo, Gergely Orosz, Patio11, Sahil Lavingia, DHH, Nathan Barry) plus live RAG over the founder's own platform state (Citation-Lift backlog, demand pipeline, score events, brand context coverage). The synthesizer produces one actionable recommendation with transparent disagreement instead of opaque consensus.

Looking for the full comparison vs Profound, Jam, Otterly, Ahrefs, Semrush, and 10 more? See Mentioned AI vs the alternatives. New to the category? Start with the AEO glossary. Want the founder-playbook view? Read the playbooks.

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