ChatGPT SEO Agency: Get Cited in ChatGPT Answers
ChatGPT pulls from two different sources depending on the question: its training data and live web browsing. Winning citations in both requires different work, and most agencies only do one.
See sample deliverables →A ChatGPT SEO agency optimizes a brand to be cited by name when ChatGPT answers questions in its category, across both training-data recall and live web browsing results. These are two distinct surfaces with different crawlers and different content requirements, and most GEO vendors only address one of them.
Why most "AI SEO" work only targets half of ChatGPT.
Training-data recall and live web browsing are different mechanics, with different crawlers and different timelines.
Training crawler, slow to update, no on-demand refresh
Live browsing crawler, closer to real-time
Fires on real-time user-triggered fetches
Any agency promising a citation is not being honest
Citation behavior is controlled by OpenAI and can change; results are tracked, never guaranteed.
What ships when you engage ChatGPT SEO.
Monthly program fee. Covers both training-data recall and live browsing citation work.
Fixed monthly program fee. Entry point available via the $997 GEO Audit for teams that want a baseline first.
Both surfaces, tracked and worked separately.
Six concrete deliverables ship on every ChatGPT SEO engagement.
Recurring checks on real ChatGPT answers for your target queries, so you know your actual citation status, not a modeled estimate.
Confirms your content is actually reachable and crawlable by GPTBot and OAI-SearchBot, the floor requirement before any citation is possible.
A real, maintained llms.txt file that gives ChatGPT and other AI clients a clear map of your priority content, kept current as your site changes.
Key facts restructured into short, self-contained, directly-quotable blocks, the same Quick Answer pattern already used across MV3’s own site.
Structured data implementation and ongoing maintenance that gives ChatGPT unambiguous entity signals about who you are.
Finds where a competitor is being cited for a query you should own, and what content gap is causing it.
We map both surfaces. Then we build for each separately.
Training-data recall and live browsing citations reward different content structure. Treating them as one target misses half the opportunity.
Which surface matters most for your target queries, and why.
Before building anything, we check whether your target queries are typically answered from training recall or live browsing, since that changes what "winning" actually requires.
- 1Training-data recall check: what ChatGPT already knows without searching.
- 2Live-browsing check: what ChatGPT retrieves when search is triggered.
- 3Crawlability audit for both GPTBot and OAI-SearchBot.
- 4Citation-gap analysis against real competitor citations.
- 5Delivered as a written scope document before any build starts.
Our team builds for both surfaces and tracks real citations.
Once the plan is signed off, we restructure content for extractability, wire llms.txt and schema, and track real citation appearances monthly.
- 1Quick Answer Blocks built for direct extraction and citation.
- 2llms.txt and schema implemented and kept current.
- 3Entity consistency checked across every place ChatGPT might encounter your brand.
- 4Real citation tracking run monthly against target queries.
- 5Written report on what changed and what is working.
Bundling multiple services? Request a custom proposal →
Three guarantees on every ChatGPT SEO engagement.
If we miss any of them, we make it right at no additional charge.
We will never promise ChatGPT will cite you. Any agency that guarantees a specific AI platform’s output is not being straight with you, and we are not going to be that agency.
Citation status is checked against real ChatGPT answers on your actual target queries, not a proprietary visibility index nobody can audit.
Training-data recall and live browsing citations are both addressed, not just whichever is easier to claim credit for.
What real ChatGPT citation tracking actually looks like.
A sanitized view of the kind of tracking report your team receives.
Citation tracking excerpt
Every tracked query is checked against real ChatGPT answers, not estimated.
- Target queries checked against real ChatGPT answers monthly
- GPTBot and OAI-SearchBot crawlability confirmed
- llms.txt kept current with site changes
- Quick Answer Blocks built for top-priority pages
- Competitor citation gaps identified and tracked
How we run every ChatGPT SEO program.
Five stages. Same protocol every engagement.
Real citation check against your target queries today.
Written plan covering both training recall and live browsing.
Quick Answer Blocks, llms.txt, and schema implemented.
Real citation tracking run monthly, not modeled.
Written monthly report on what changed and what is working.
What clients report after tracking real citations instead of a modeled score.
Illustrative composites built from real engagement patterns, not verified individual clients. Used to make the working style concrete, not to claim a specific outcome for a specific company.
Our previous GEO vendor reported a "visibility score" we could never verify. MV3 shows us the actual ChatGPT answer with our citation in it, or tells us honestly when we are not there yet.
We had no idea our content was not even being crawled by OAI-SearchBot. Fixing that floor issue came before any citation work could matter.
Seeing a real competitor citation gap analysis showed us exactly what content to build next, not a generic content calendar.
Illustrative composite personas. Not verified statements from a named, specific client.
Fixed monthly program fee. Entry point available via the $997 GEO Audit for a baseline first.
- Real citation tracking against your target queries
- GPTBot and OAI-SearchBot crawlability confirmed
- llms.txt setup and ongoing management
- Quick Answer Blocks for extractable, citable content
- Schema and JSON-LD implementation
- Monthly citation-gap analysis against real competitors
Free strategy call. Written program plan and fixed fee inside 3 business days.
This is not for you if…
We hold a fit bar on this service. If any of the below is true, we'll say so on the call.
- You want a guaranteed citation. Nobody can honestly promise that. We will not pretend otherwise.
- Your content is not currently crawlable by GPTBot or OAI-SearchBot. We fix that as part of the engagement, but if you are not willing to make technical changes, results will be limited.
- You only care about training-data recall, not live citations, or vice versa. We build for both because most queries touch both surfaces; a narrower single-surface engagement is a different, smaller scope.
- You want results within days. Live browsing citations can shift within weeks; training-data recall moves on OpenAI’s own model-update timeline, which nobody controls.
- You are not willing to restructure any existing content. Extractable, citable formatting is core to this work; if the content cannot change, the ceiling is low.
If you’re a fit, keep scrolling. Or book the call now →
Questions buyers ask us.
Leads MV3’s technical SEO and AI-citation tracking work. Every citation report is reviewed by Katya before it reaches a client.
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