Optimizing for AI search is each an on-page and off-page effort. Your web site must be accessible and optimized for AI fashions. And it additionally wants to seem on third-party web sites that these fashions cite when answering person prompts.
This information breaks down the AI quotation outreach course of step-by-step.
You’ll discover ways to discover quotation alternatives in Semrush and easy methods to automate the method in Claude Code.
What’s AI quotation outreach?
AI quotation outreach is the method of discovering pages AI solutions cite and getting your model included on these pages.
Securing AI citations isn’t nearly accumulating backlinks.
When an AI reply cites a selected webpage in a solution to a immediate, it signifies that AI recognized that webpage as authoritative, useful, and related to that immediate.
The manufacturers talked about on the web page additionally profit from that authority. As a result of it boosts their visibility in AI search. And supplies vital model context that AI can reference.
Why third-party sources affect AI visibility
Third-party web sites affect AI visibility as a result of massive language fashions (LLMs) retrieve and synthesize data from a number of sources to reply a immediate.
AI additionally appears at your model’s web site.
However the possibilities of AI mentioning your model are larger once you seem in related on-line sources extra typically.
Actually, our study with Kevin Indig discovered that 62% of AI citations don’t end in a model point out, also referred to as “ghost citations.” So AI may cite your web site in a response, however by no means point out you. The identical dynamic exhibits up in Google AI Overviews, the place a model’s visibility typically rests on a small variety of cited pages.
That is notably vital for evaluation-stage prompts: questions consumers ask when weighing options.
For instance, if you happen to ask Claude “What are the perfect AI assembly notetakers?”, it runs an online search and reads a number of sources.
Not all of those web sites are AI notetaking firms. For instance, Claude used two actual person evaluations printed on Medium. The response additionally references G2 scores.

Claude notes in its response that 4 manufacturers dominate nearly each comparability record: Otter, Fathom, Granola, and Fireflies.
So despite the fact that the product evaluations Claude learn point out many different notetakers, it recommends the 4 with the general largest presence.

Nonetheless, the evaluations Claude pulled additionally comprise outdated data, which impacts the standard of a model’s AI visibility.
For instance, the response claims that Granola doesn’t separate audio system. However its product documentation says speaker attribution is offered by way of speaker tags on Zoom and Google Meet.
So AI quotation outreach isn’t only a technique to close AI visibility gaps. You must also use it to make sure on-line sources present correct details about your merchandise.
Easy methods to prioritize AI quotation alternatives
When prioritizing alternatives for AI quotation outreach, bear in mind the next elements:
|
Issue |
Why it’s vital |
|
Quotation affect |
The pages you prioritize ought to function incessantly in AI responses throughout AI platforms. That is proof they’re influential. |
|
Immediate relevance |
The cited pages ought to seem in responses to prompts which can be extremely related to your model. Comparable to product evaluations or points your model helps resolve. |
|
Competitor presence |
If an AI quotation alternative already options your rivals, prioritize it over pages that don’t point out any of them. |
|
Model hole dimension |
Does the cited web page comprise outdated or incorrect details about your model? If sure, it’s a precedence because it might additionally affect LLMs to misrepresent you. |
|
Writer authority |
Publications with trade authority carry extra weight in AI responses. And your viewers is extra prone to belief them, too. |
|
Outreach feasibility |
Some web sites, like these belonging to rivals or governments, are much less receptive to outreach. |
Your ultimate record of prime alternatives must be possible to implement and embrace frequently cited domains.
Easy methods to discover, win, and monitor AI quotation outreach alternatives
To search out AI quotation outreach alternatives, extract the pages AI cites to your precedence prompts, analyze them, then plan your outreach.
In the event you’re solely analyzing a handful of prompts, you are able to do this manually in your AI visibility monitoring device.
However to do it at scale, you should use Claude Code. We’ll present you easy methods to do it step-by-step under.
Step 1: Pull quotation information
Step one is to export quotation information from the AI visibility monitoring device you employ to observe prompts.
In the event you aren’t monitoring prompts but, you are able to do it in Semrush’s Prompt Tracking device. Enter your area and click on “Arrange monitoring.”

Choose the AI mannequin to trace prompts in. You possibly can select from ChatGPT, Gemini, and Google AI Mode. Add your location, then click on “Proceed To Prompts.”

Then, add prompts to your marketing campaign.
After you paste the prompts, click on “Add prompts to marketing campaign” > “Begin monitoring.” Wait as much as 24 hours for the information to populate.

Within the Immediate Monitoring report, go to “Sources.” Right here, you’ll discover the pages AI cites in responses to your tracked prompts. And whether or not your model is talked about.
Obtain the record by clicking “Export.” Identify it “sources.”

You’ll use this CSV file to run the remainder of the evaluation in Claude Code.
Step 2: Arrange your Claude Code workflow
Claude Code is a model of Claude that works with information in your laptop.
Though it’s a developer device, you needn’t have coding data to make use of it. You write your directions in plain English, save them in a file, and Claude follows them.
Our AI quotation outreach workflow in Claude Code means that you can analyze a whole bunch of webpages at a time. And discover the perfect alternatives to get extra AI visibility.
The workflow mechanically checks whether or not your model seems on particular pages and in what context, saving you hours of guide work.
Right here’s easy methods to set it up.
Set up the Claude desktop app
Obtain the desktop app from claude.com/obtain and set up it. Then launch it, check in, and search for the “Code” tab.

You may want a paid Claude plan (Professional, Max, Staff, or Enterprise). Claude Code is not out there on the free tier.
Create your venture folder
Make a brand new folder in your laptop and title it “ai-citation-outreach.” Transfer your immediate monitoring CSV export into it.
Then, create three plain textual content information within the “ai-citation-outreach” folder that inform Claude Code easy methods to execute the workflow.
You possibly can create these information manually utilizing any textual content editor or generate them with Claude’s assist.
|
File |
What it does |
|
CLAUDE.md |
Explains the AI quotation outreach venture. Claude reads it mechanically firstly of each session. |
|
brand-facts.md |
Your accredited model data. When analyzing outreach alternatives, Claude will examine pages towards this doc to flag points. |
|
analyze-sources.md |
Your directions for the quotation outreach evaluation. Claude will reserve it as a command within the “.claude/instructions/” subfolder. |
We’ll cowl easy methods to create these information and what they should embrace within the subsequent part.
Create the venture information
The “CLAUDE.md” file is a venture context doc. It wants to clarify the CSV information so Claude reads it appropriately. And understands what to do.
Right here’s an example utilizing the Immediate Monitoring CSV export.
Then, put together the “brand-facts.md” file. It ought to embrace details about your:
- Product positioning
- Pricing
- Obtainable services
- Direct rivals
- Any incorrect data or claims that third-party pages typically publish
And different key data that you really want third-party web sites to incorporate or get proper. Hold the doc succinct, as overloading Claude with an excessive amount of context can create confusion and decelerate the method.
The file “analyze-sources.md” incorporates detailed evaluation directions.
Earlier than you write it, first determine which pages Claude ought to skip. For instance, exclude:
- Your area
- Social media
- Information bases that do not take pitches
- Directories and marketplaces
- Vendor assist facilities, like assist.openai.com
Deal with assessment platforms individually. As an alternative of skipping them, ask Claude to write down them to a second file.
And do not exclude competitor domains. A competitor’s weblog or comparability web page may nonetheless be price pitching.
Then, inform Claude easy methods to categorize the pages. You should utilize the sort of framework:
- Not talked about: The web page covers your class and lists comparable manufacturers, however you are absent.
- Underrepresented: You seem, however with much less depth or prominence than comparable manufacturers on the identical web page.
- Outdated or inaccurate: Your model is represented, however the web page contradicts your model info.
- Adverse: You seem in a essential or unfavorable framing.
- No clear alternative: The web page is off-topic, would not cowl manufacturers like yours, or already covers you nicely.
- Guide assessment: Pages Claude could not open or assess.
Write the file manually or with Claude’s assist. This is an example.
Now have Claude save the file to your venture folder.
Open Claude Code > “Choose folder” > “ai quotation outreach.”

Paste this immediate, with your individual directions instead of the placeholder:
Create a folder referred to as .claude/instructions/ on this venture, and save the next as analyze-sources.md inside it. Use the textual content precisely as written:
[paste your instructions here]
Claude will affirm as soon as it creates the command:

To examine the command saved appropriately, sort “/” within the immediate field. If “analyze-sources” exhibits up within the record, Claude discovered it and also you’re able to run the workflow.

The file must also seem in your venture folder.
That is what the finished folder appears like:

Now, you’re prepared to check the AI quotation outreach evaluation workflow.
Step 3: Run the AI quotation outreach evaluation
To run the AI quotation outreach evaluation, open Claude Code, choose your venture folder and sort “/” within the immediate field.
Choose “/analyze-sources.” Use a extra superior mannequin like Opus for the evaluation.
Hit enter.
Claude Code will run the workflow and replace you on its progress:

The period of time and tokens Claude spends on the workflow depends upon what number of URLs are within the Sources file. (Tokens are information items that AI processes. The extra information that Claude analyzes, the extra tokens it makes use of.)
If the evaluation is taking too lengthy, you may at all times inform Claude to cease the workflow and resume it later at your command.
When Claude finishes, or once you cease it early, you will get a abstract of what it produced:

The workflow produces alternatives.csv (assessed pages), manual-review.csv (pages Claude could not open or end), and routed-reviews.csv (review-platform pages out of your exclusion guidelines). Open every CSV file to start out the assessment course of.
Step 4: Evaluate and validate Claude’s output
Evaluate the output within the “alternatives.csv” file.
Human assessment is non-negotiable as a result of Claude Code can nonetheless make errors.
Claude can be non-deterministic. So if you happen to run the evaluation of the identical file twice, you may get barely totally different classifications on borderline pages.
Utilizing our H&M instance, one of many prime alternatives is that this roundup of the most affordable office clothes for women.
The web page hyperlinks to H&M twice, however Claude labeled it as “Underrepresented” and supplied this clarification:
“H&M seems as soon as (a ~$50 blazer) amongst ~50 manufacturers. Develop its workwear presence, tailor-made trousers, blazers, and knitwear, with present value factors so it reads as a fuller affordable-workwear choice subsequent to Uniqlo, Mango and Zara.”
A guide assessment of the web page confirms Claude’s alternative categorization. There are further classes the place the webpage might point out H&M merchandise, however doesn’t.
Claude additionally missed that the article options H&M twice, within the blazer and tops sections, not as soon as.
That is precisely why a human must assessment each alternative. If a writer finds an error in your pitch, they could ignore your e-mail.
The primary time you run the workflow, you may discover related errors or areas for enchancment. Ask Claude to diagnose the problems within the present workflow and replace the venture information so future runs do not repeat the identical errors.
Step 5: Put together the outreach handoff
Create a separate spreadsheet with an inventory of your human-reviewed precedence alternatives. It ought to embrace:
- The web page URL
- Related prompts
- Variety of citations
- Claude’s classification
- Claude’s advice alongside any of your additions
- Outreach proprietor
- Date of outreach
- End result
Within the “Suggestion” column, present sufficient context to the outreach proprietor in order that they write a tailored pitch.
- Inadequate context: “Add H&M to this listicle.”
- Adequate context: “H&M seems as a $50 blazer amongst 50 manufacturers. Counsel including pants and tops with present costs.”
When drafting the pitch, counsel a low-lift change as a substitute of an extended record of additives to the article.
Sean Markey, who does outreach for Semrush, discovered that opening with a single correction after which asking permission to ship extra will get a greater response than main with the complete request.
Right here’s an instance of his pitch:
Hello Andi,
My title is Sean and I am working with Semrush.
I am writing about your submit on easy methods to examine your Google rating. We’re in there as “SEMrush” (thanks for the point out!), however I am hoping we are able to repair that to only “Semrush,” plus a couple of different small issues.
Is it cool if I ship over a fast write-up from the content material staff you should use to replace it?
Thanks, Sean
Of his final 14 responses, eight agreed to obtain the modifications with out asking for something in return.
You possibly can adapt the identical construction to any alternative sort. Right here’s an instance utilizing H&M:
Hello Kat,
My title is [Name] and I work with H&M.
I am writing about your roundup of essentially the most reasonably priced workplace garments for girls. We’re in there with a $50 blazer (thanks for together with us!). Our costs and inventory transfer round a good bit, so I might be pleased to ship you the present particulars for that piece.
We even have a couple of different workwear gadgets that may match the submit nicely. Is it cool if I put collectively a brief write-up with present costs you should use to replace it?
Thanks, [Name]
Ship a follow-up e-mail if you happen to don’t get a response in 3-Four days.
Some publishers may come again with a price trade request. Earlier than beginning the outreach, align on a negotiation strategy so your outreach staff has a transparent course of to observe.
For instance, you may provide:
- A backlink, so long as your web site incorporates pages the place you may embrace hyperlinks organically, like a weblog
- Free or discounted product entry
- A social media shoutout
- A one-time cost. Give the outreach proprietor a transparent finances, in order that they have room to barter
Log each ask in your outreach spreadsheet subsequent to the chance.
Step 6: Observe outcomes
Observe your AI quotation outreach leads to the identical spreadsheet you in-built step 5.
Notice writer responses, applied modifications, and after they went stay. Then watch what occurs in your immediate monitoring.
Re-export the Sources report each month and examine it to your earlier export. Monitor the next:
- Is the web page nonetheless cited?
- Does your model now seem within the immediate responses the place AI cites these pages?
- Are new webpages showing as citations? Do they point out your model?
The North Star metric to trace is your general AI visibility and sentiment. Inside 1 / 4, it’s best to see progress in your AI response presence.
If this doesn’t occur, consider different features of your AI brand visibility strategy. Maybe your product positioning and messaging is inconsistent. Otherwise you won’t have any natural content material in your web site that talks about what you do.
AI quotation outreach vs. conventional hyperlink constructing
The principle variations between link building and AI quotation outreach are:
|
Distinction |
Hyperlink constructing |
AI quotation outreach |
|
Purpose |
Focuses on buying hyperlinks from high-authority web sites to drive referral visitors and enhance off-page SEO. Hyperlinks from authoritative web sites additionally assist search engines like google and yahoo see your web site as authoritative, which might enhance your rankings. |
Focuses on guaranteeing your model seems on pages AI cites in related prompts. Could embrace hyperlinks but additionally incorporates vital details about your model. |
|
Goal choice |
Targets high-authority web sites in your trade which can be additionally related to your viewers. |
Targets web sites whose pages AI cites in related immediate responses, and the place your model doesn’t seem. Or it seems, however the data is outdated, incomplete, or adverse. |
|
Success metrics |
Referral and natural visitors progress, elevated area authority, improved search rankings over time. |
Seems at improved AI visibility in tracked immediate units. AI referral visitors progress. |
|
Outreach prioritization |
Link building outreach prioritizes alternatives based mostly on the area’s trade relevance and area authority. |
Prioritizes outreach based mostly on quotation quantity of a selected web page and your visibility hole within the immediate set the place the web page is cited. |
Regardless that there are variations between hyperlink constructing and AI quotation outreach, our study with Kevin Indig and Development Memo discovered that high-quality backlinks do affect AI visibility.
So investing in each is useful to your search and AI presence.
Make AI quotation outreach an ongoing a part of your technique
AI visibility is dynamic and requires ongoing monitoring. Now that you’ve a Claude Code workflow arrange, it’ll be simpler to carry out AI quotation outreach on a month-to-month foundation.
Semrush Immediate Monitoring exhibits you the pages AI cites to your prompts. And whether or not your model seems within the solutions.
Claude Code reads these pages and drafts the suggestions towards your guidelines, which saves you hours of guide assessment.
However human involvement continues to be an important step, particularly when drafting the pitch, selecting alternatives, and building relationships with publishers.

