How to choose an AEO agency for ecommerce requires evaluating four things that most agency pitches never mention: a documented methodology for improving brand visibility in ChatGPT, Perplexity, Claude, and Google AI Overviews; verifiable client results with before-and-after citation data; the ability to measure citation rate and share of voice rather than just rankings; and ecommerce or vertical-specific experience that applies to your actual store and product catalog.
Most agencies now claim AEO expertise. Fewer than a handful have published methodologies, real case studies, or measurement infrastructure that holds up to scrutiny. This guide gives ecommerce brands the exact framework to choose an AEO agency based on evidence rather than pitch deck positioning — including a pass/fail vetting scorecard, independent verification steps, and a 90-day pilot benchmark.
Want to see what a real AEO methodology looks like for ecommerce?
AI Advantage Agency specializes in AEO for Shopify and DTC brands. We track citation rate, mention rate, and share of voice, not just rankings.
The Quick Take
| Traditional SEO Agency | Real AEO Agency |
|---|---|
| Success metric: Rankings and organic traffic | Success metric: Citation rate, mention rate, and share of voice in AI answers |
| Methodology: Keyword research and link building | Methodology: Crawler access, content structure, schema, entity authority |
| Platform focus: Google only | Platform focus: ChatGPT, Perplexity, Claude, Google AI Overviews |
| Reporting: GA4 traffic and position data | Reporting: Monthly AI citation audits across platforms |
The Takeaway: An agency that cannot show you citation rate data from a current client is selling you SEO with an AEO label on it.
💡 Pro Tip: AEO is new enough that most agencies claiming expertise launched their AEO service in the past 12 months. Ask specifically when they first ran an AEO campaign for a paying client and what the measurable outcome was. Vague answers about “AI visibility improvements” without citation rate data are a red flag in any process to choose an AEO agency.
Table of Contents
→ The 4 Criteria That Separate Real AEO Agencies from Pretenders
→ 5 Questions to Ask Any AEO Agency Before Hiring
→ How to Vet an AEO Agency Before Signing a Contract
→ How to Verify an AEO Agency’s Claims Independently
→ Red Flags to Watch For in an AEO Agency Pitch
→ What Ecommerce Brands Specifically Need from an AEO Agency
→ What Good AEO Measurement Looks Like
→ What a 90-Day AEO Pilot Should Include
→ What Does AEO Agency Work Cost?
→ How to Choose an AEO Agency
→ The Bottom Line on How to Choose an AEO Agency
→ FAQ: Common Questions
The 4 Criteria That Separate Real AEO Agencies from Pretenders
Knowing how to choose an AEO agency starts with applying four criteria that most agency evaluation frameworks do not include, because most frameworks were built for SEO, not AEO. These four criteria filter out agencies that have rebranded existing SEO services as AEO without changing their methodology, measurement, or deliverables.
| Criteria | What It Means and Why It Matters |
|---|---|
| Documented methodology | A published or shareable framework for improving AI citations. Agencies without one are guessing and billing you while they do it. |
| Verifiable results | Case studies with before-and-after citation rate data. AEO claims are easy to make and hard to prove. Ask for the data. |
| Measurement capability | Tracks citation rate, mention rate, and share of voice across ChatGPT, Perplexity, and Google AI Overviews. You cannot improve what you do not measure. |
| Vertical experience | Relevant industry focus. Generic AEO advice misses platform-specific signals that only show up when you have run campaigns in a specific vertical. |
An agency that passes all four criteria is a real AEO agency. An agency that passes two or three may still be worth considering depending on your needs. An agency that cannot demonstrate any of the four should be removed from your shortlist regardless of how impressive the pitch deck looks. If you are not sure how to apply these criteria, the five questions in the next section give you the exact words to use when you choose an AEO agency from a shortlist. Understanding how AI search decides which brands to recommend will also help you evaluate whether an agency’s approach actually addresses the right problems.
💡 Pro Tip: Ask every agency you evaluate to walk you through their methodology using a specific client example. An agency with a real methodology can explain it in concrete terms with specific actions and outcomes. An agency without one will describe it in abstract principles that could apply to anything.
5 Questions to Ask Any AEO Agency Before Hiring
These five questions are designed to surface the difference between agencies that understand AEO at a technical level and agencies that learned the terminology last quarter. The answers reveal methodology depth, measurement infrastructure, platform coverage, and vertical experience faster than any agency presentation. Ecommerce brands that use these questions to choose an AEO agency avoid the most common hiring mistake: paying for SEO delivered under an AEO label. Run through all five before you choose an AEO agency and sign anything.
1. How do you measure citation rate and share of voice?
A real AEO agency tracks citation rate (how often your brand is linked in AI answers), mention rate (how often your brand name appears without a link), and share of voice (your brand’s visibility relative to competitors across a defined prompt set). If the agency responds with traffic metrics or ranking positions, they are measuring SEO, not AEO.
Good answer: They name specific metrics — citation rate, mention rate, share of voice — name the platforms they track them across, and show you a sample report or dashboard with real numbers.
Bad answer: They describe traffic improvements, ranking changes, or “visibility gains” without mentioning citation rate specifically. This means they are measuring SEO and calling it AEO.
2. Can you show before-and-after citation data from a client in our vertical?
This is the single most important question when you choose an AEO agency. Generic case studies describing “improved AI visibility” without numbers are not case studies. Ask for specific citation rate improvement over a specific time period for a specific client type. If they cannot produce it, the track record does not exist yet.
Good answer: They pull up a client dashboard showing citation rate at month 1 versus month 3, name the prompt set used, and explain what changed technically or in content to drive the improvement.
Bad answer: They describe a client who “saw great results” or “improved AI presence” without a single number. Anecdotes are not evidence when you choose an AEO agency.
3. Which AI platforms do you optimize for and how does your approach differ per platform?
ChatGPT, Perplexity, and Google AI Overviews have different citation logic. ChatGPT relies primarily on the Bing index. Perplexity weights freshness aggressively. Google AI Overviews uses Knowledge Graph entity signals alongside organic rankings. An agency that treats all three identically does not understand the platform differences that drive real citation improvements.
Good answer: They walk through each platform separately and name the specific lever they pull for each one — Bing SEO for ChatGPT, freshness and source density for Perplexity, entity authority and Knowledge Graph for Google AI Overviews.
Bad answer: They describe a single content approach that “works across all AI platforms.” This is the clearest sign an agency has not run real AEO campaigns at the platform level.
4. How do you handle the Bing and ChatGPT relationship in your strategy?
ChatGPT relies heavily on the Bing index for citation candidates. An agency optimizing for ChatGPT citations without a Bing SEO component is missing the primary path to ChatGPT visibility. If the agency does not know the Bing connection exists, that is a significant methodology gap.
Good answer: They explain that ChatGPT’s citation pool draws primarily from Bing-indexed content, describe how they verify Bing indexation for client pages, and treat Bing SEO as a foundational step before any ChatGPT citation work begins.
Bad answer: They have never heard of the Bing connection, or they dismiss it as minor. Either answer reveals a gap that directly limits what they can deliver.
5. What is your content format recommendation for our specific site structure?
The answer should be specific to your vertical, your current content inventory, and your platform. For ecommerce brands, the right answer involves buying guides, comparison posts, and FAQPage schema on collection pages. A generic answer about “answer-first content” without ecommerce specifics suggests the agency has not worked with your type of site before.
Good answer: They ask about your Shopify catalog structure before answering, then recommend specific content types — buying guides for category pages, comparison posts for high-intent product queries — and explain why those formats earn editorial citations for product-based businesses.
Bad answer: They recommend a blog strategy, pillar pages, or “comprehensive guides” without any reference to product pages, buying guides, or the specific way ecommerce AEO differs from B2B or SaaS content strategy.
How to Vet an AEO Agency Before Signing a Contract
The fastest way to vet an AEO agency is to apply a pass/fail scorecard before your first paid engagement. Most brands that struggle to choose an AEO agency approach vetting as a gut-feel exercise. The scorecard below makes it binary. An agency either passes a criterion or it does not. Agencies with more than two fails should not receive a contract regardless of price, personality fit, or sales pressure.
| Vetting Criterion | Pass | Fail |
|---|---|---|
| Measurement methodology | Tracks citation rate, mention rate, and share of voice across ChatGPT, Perplexity, and AI Overviews | Talks about rankings, traffic, or impressions as AEO success metrics |
| Proof of results | Shows before-and-after citation rate data from a client in your vertical | Describes “improved AI visibility” without numbers |
| Platform differentiation | Explains how their approach differs per platform — ChatGPT vs Perplexity vs AI Overviews | Treats all AI platforms identically |
| Bing/ChatGPT awareness | Understands and addresses the Bing index relationship to ChatGPT citations | Has never heard of or cannot explain the Bing connection |
| Ecommerce specificity | Covers Shopify crawler access, Product schema with AggregateRating, buying guide strategy | Gives generic AEO advice with no ecommerce platform knowledge |
| Launch date and track record | Running AEO campaigns for paying clients before mid-2024 | Launched AEO service in 2025 with no measurable outcomes yet |
💡 Pro Tip: Print this scorecard before your discovery call and fill it out in real time. Agencies that pass all six criteria are genuinely rare. When you find one that does, the vetting process has done its job. The scorecard removes the subjective pressure that makes it hard to choose an AEO agency when the sales process is well run but the evidence is thin.
How to Verify an AEO Agency’s Claims Independently
Vetting means going beyond what the agency tells you in a pitch. Every agency you consider to choose an AEO agency will present their best case. Independent verification tells you whether that case holds up when you look outside the pitch deck. These five checks take under an hour and surface the gaps that polished presentations are designed to hide. Every serious brand uses some version of these steps before they choose an AEO agency and sign a contract.
Search their brand in Perplexity and ChatGPT. A real AEO agency should appear in AI answers for relevant queries. Search “best AEO agency for ecommerce” or “AEO agency for Shopify brands” in both tools. If the agency does not appear at all, that is a meaningful signal. An agency that cannot get itself cited in AI answers has not demonstrated the capability they are selling you. Ask them to run this search live on your discovery call. This is the fastest independent check available when you choose an AEO agency from a shortlist.
Check for published case studies on third-party sites. Agency-hosted case studies are self-reported. Look for mentions on G2, Clutch, industry publications, or third-party roundups. AI platforms weight third-party citations more heavily than self-published content. An agency that only appears on their own site has not yet earned external validation. The absence of third-party mentions is not disqualifying on its own, but it is a data point worth weighing when you choose an AEO agency.
Ask for a client reference and know what to ask. Specific questions to ask a reference: What was your citation rate when you started? What is it now? How long did it take to see movement? What did the monthly reporting actually look like? A reference who cannot answer the first question confirms the agency was not measuring from day one.
Check the team’s LinkedIn history. How long has the team actually been doing AEO? An agency that launched an AEO service in 2025 but whose team has no prior AEO work history is building their methodology on your retainer. Look for specific AEO work — not just SEO or content marketing reframed after the fact.
Run their domain through an AI visibility tool. Tools like Searchable show whether a domain is being cited in AI answers across platforms. An AEO agency that cannot get their own site cited is a direct contradiction of the service they are selling. This check takes two minutes and is the most efficient independent verification available when you choose an AEO agency.
💡 Pro Tip: Do the Perplexity search before the discovery call, not after. Walking into a pitch already knowing whether the agency appears in AI answers changes the dynamic of the conversation. You ask sharper questions when you already know part of the answer.
Red Flags to Watch For in an AEO Agency Pitch
Knowing how to choose an AEO agency also means knowing what to walk away from. These red flags appear frequently in AEO agency pitches and each one signals a meaningful gap between what the agency claims and what it can actually deliver.
They talk about rankings and traffic as AEO success metrics. AI citations do not always produce traffic. A brand appears in ChatGPT without the user ever clicking through to the site. An agency that measures AEO success exclusively through GA4 organic traffic measures the wrong thing. Citation rate and mention rate are the primary AEO metrics.
They cannot name which crawlers their strategy targets. A real AEO methodology addresses OAI-SearchBot, ChatGPT-User, PerplexityBot, ClaudeBot, and Google-Extended specifically. An agency that cannot name these crawlers or explain what blocks them has not audited a single client site for AI crawler access. This gap surfaces fast when you choose an AEO agency and ask them to walk through a real technical audit.
Their AEO service launched after mid-2024. AEO is new, but agencies with genuine track records have been running campaigns long enough to have real before-and-after data. An agency that launched an AEO offering in 2025 may have the methodology right but cannot show you the results yet. That is a different risk than an agency that does not have a methodology at all, but it is still a risk worth naming when you choose an AEO agency.
They optimize for Google AI Overviews only. Google AI Overviews is the most visible AI search surface but not the highest-intent one for most ecommerce brands. An agency that focuses exclusively on Google AI Overviews while ignoring ChatGPT and Perplexity leaves significant citation opportunity on the table.
💡 Pro Tip: Ask the agency to run your brand name in Perplexity during the pitch call and read you what it says. If they have never done this before or do not know how to interpret the result, that tells you everything about their day-to-day AEO practice.
What Ecommerce Brands Specifically Need from an AEO Agency
Ecommerce brands have AEO requirements that generic digital marketing agencies consistently miss, which is why vertical experience is a non-negotiable criterion when you choose an AEO agency for a Shopify or DTC brand. The differences start at the technical layer and run through content strategy, schema implementation, and off-site authority building.
At the technical layer, ecommerce brands need crawler access audits that account for Shopify-specific robots.txt configurations and third-party security apps that frequently block AI crawlers. They need Product schema with AggregateRating populated correctly, not just basic product markup that passes the Rich Results Test. They need Agentic Storefront enrollment checked and confirmed for ChatGPT’s shopping agent layer. A generalist AEO agency will not know any of these ecommerce-specific requirements exist. See the full Shopify AI search visibility checklist for what the technical audit should cover.
At the content layer, ecommerce brands need buying guides and comparison posts targeting the questions their buyers ask AI tools before making a purchase decision. Product pages never earn editorial citations. An AEO agency that does not understand this optimizes your product pages and wonders why citation rates do not move. The content strategy for ecommerce AEO is fundamentally different from the content strategy for SaaS or B2B AEO. It requires an agency that has executed it before for brands selling physical products through Shopify or a comparable platform. When you choose an AEO agency for ecommerce, this distinction separates agencies that can actually move your citation rate from those who cannot.
What Good AEO Measurement Looks Like
Good AEO measurement answers three questions every month: is your brand being cited, where in the answer does your brand appear, and how does your citation rate compare to competitors for the same prompts? An agency that cannot answer all three is not measuring AEO. It is reporting on adjacent signals and calling them AEO results.
The three metrics that matter are citation rate (percentage of target prompts where your brand receives a hyperlink citation in the AI answer), mention rate (percentage of target prompts where your brand name appears with or without a link), and share of voice (your brand’s citation frequency relative to competitors across the same prompt set). These metrics should be tracked monthly across a defined set of 20 to 50 prompts that represent actual queries your buyers use in ChatGPT, Perplexity, and Google AI Overviews.
In GA4, AI-referred traffic should be filtered separately using referrer segments for chat.openai.com, perplexity.ai, and gemini.google.com. AI-referred traffic converts 58% higher than organic on average according to sapt.ai research, which means even small citation volumes produce disproportionate revenue impact. An agency that does not track this referrer segment misses the most direct revenue attribution available for AEO work. When you choose an AEO agency, ask to see a sample GA4 report with this segment active before you sign.
What a 90-Day AEO Pilot Should Include
When you choose an AEO agency, a 90-day pilot is the right structure for a first engagement. It is long enough to establish a real baseline, implement foundational technical work, and publish enough content to generate initial citation signals. It is short enough to limit your exposure if the agency’s methodology does not hold up. Before you sign any contract, confirm the pilot includes these three monthly milestones.
Month 1: The agency completes a technical audit, confirms AI crawler access across all key pages, implements or corrects Product schema with AggregateRating, and establishes a baseline citation rate across a defined prompt set of 20 to 30 queries. If the agency cannot show you a baseline citation rate from month 1, they have no starting point to measure improvement against. A pilot without a baseline is not a pilot. It is a retainer. This requirement is non-negotiable when you choose an AEO agency for a first engagement.
Month 2: First content pieces publish, citation rate tracking runs weekly against the baseline, and Bing SEO groundwork is in place for ChatGPT visibility. You should receive a mid-pilot report showing which prompts have moved, which have not, and what the agency plans to adjust based on early data. Brands that choose an AEO agency on a structured pilot basis use this report as the first real accountability checkpoint.
Month 3: First measurable citation rate movement is documented, a share of voice report compares your brand against competitors on the defined prompt set, and the agency expands the prompt set based on early data. The evaluation benchmark is clear: if citation rate has not moved at all after 90 days with a documented methodology in place, that is a signal to reassess the engagement. Brands that choose an AEO agency on a 90-day pilot structure have a clean decision point at the end of month 3 rather than a rolling retainer with no accountability checkpoint.
| Month | What You Should Receive |
|---|---|
| Month 1 | Technical audit, crawler access confirmation, schema implementation, baseline citation rate across 20–30 prompts |
| Month 2 | First content published, weekly citation tracking vs baseline, Bing SEO groundwork in place, mid-pilot report |
| Month 3 | First measurable citation rate movement, share of voice report vs competitors, expanded prompt set |
💡 Pro Tip: Make the baseline citation rate a contractual deliverable for month 1. If an agency resists putting a measurement commitment in writing, that resistance tells you something important about their confidence in their own methodology before you choose an AEO agency and sign.
What Does AEO Agency Work Cost?
AEO agency pricing in 2026 ranges from approximately $2,500 per month for foundational work with a specialist boutique to $15,000 or more per month for full-service campaigns with enterprise agencies. Most ecommerce brands that choose an AEO agency for focused work land in the $3,000 to $7,000 per month range depending on scope, content volume, and whether paid media is integrated alongside organic citation work.
What drives cost upward: high content volume requirements (10 or more buying guides per month), multi-platform measurement infrastructure, integrated paid and organic strategy, and market competitiveness in your product category. What keeps cost down: a focused ecommerce vertical specialist rather than a generalist agency, a clear defined prompt set to target rather than open-ended scope, and a brand that already has technical foundations in place so the agency is not starting from scratch on crawler access and schema.
Be skeptical of AEO agency pricing below $1,500 per month. At that price point, the agency runs a templated approach with minimal customization, outsources work to writers without AEO expertise, or includes AEO as a small add-on to a broader SEO retainer. Real AEO work requires technical auditing, content strategy, schema implementation, off-site authority building, and monthly measurement. That scope cannot run at a quality level that moves citation rates for under $2,000 per month. Pricing is one more data point to weigh when you choose an AEO agency — too low signals corners being cut somewhere in the methodology.
How to Choose an AEO Agency
These five steps walk through the evaluation process to choose an AEO agency in sequence, from confirming basic measurement capability to verifying ecommerce-specific experience.
- Confirm the agency tracks citation rate, mention rate, and share of voice. If they respond with rankings or traffic metrics, remove them from consideration.
- Request a case study with before-and-after citation data from your vertical. Generic “improved AI visibility” descriptions without numbers are not case studies.
- Verify the agency has a documented AEO methodology. Ask them to walk through it using a specific client example with specific actions and outcomes.
- Confirm they optimize for ChatGPT, Perplexity, Claude, and Google AI Overviews separately. Ask how their approach differs per platform.
- Check for ecommerce or Shopify-specific experience. The answer should cover crawler access, Product schema with AggregateRating, buying guide content strategy, and Agentic Storefront optimization.
The Bottom Line on How to Choose an AEO Agency
When you choose an AEO agency in 2026, you apply a higher standard of evidence than you would apply to an SEO agency, because AEO is new enough that the gap between claimed expertise and demonstrated results is wider than in any other digital marketing discipline. Most agencies claiming AEO expertise have been selling it for less than 18 months. The ones worth hiring have measurable results, a methodology that holds up to scrutiny, and vertical experience that applies to your specific business.
The four criteria — documented methodology, verifiable results, measurement capability, and vertical experience — are not a high bar. They are a minimum bar. An agency that cannot meet all four asks you to fund their learning curve at your expense. The five questions cut through pitch deck positioning and get to the evidence quickly. The vetting scorecard makes the decision binary when you choose an AEO agency. The independent verification steps remove reliance on self-reported data. The red flags protect you from agencies that have dressed up existing SEO services in AEO language without changing what they actually deliver.
The right AEO agency for your ecommerce brand exists. The framework in this guide is how you choose an AEO agency with confidence rather than hope.
🎯 Want to see how AI Advantage Agency measures up against these criteria?
We specialize in AEO for Shopify and DTC ecommerce brands. We track citation rate, mention rate, and share of voice monthly and can show you what that data looks like for brands in your category.
No pitch. Walk us through the five questions. We will answer every one with specifics.
Frequently Asked Questions About How to Choose an AEO Agency
What agencies specialize in AI search optimization in 2026?
The agencies with demonstrated AEO expertise in 2026 are distinguished by four criteria: a documented methodology for improving brand visibility in ChatGPT, Perplexity, Claude, and Google AI Overviews; verifiable client results with before-and-after citation data; measurement infrastructure tracking citation rate and share of voice; and vertical-specific experience. Most agencies now claim AEO expertise, but fewer than a dozen have published methodologies and measurable outcomes that hold up to scrutiny. Use those four criteria to choose an AEO agency from any shortlist.
What is the best AEO agency for ecommerce brands?
The best AEO agency for ecommerce brands combines AEO strategy with ecommerce platform experience, specifically Shopify and DTC. The agency should cover crawler access auditing for Shopify-specific configurations, Product schema with AggregateRating, buying guide content strategy for product categories, Agentic Storefront optimization, and monthly citation rate tracking. A generalist AEO agency without ecommerce vertical experience will consistently miss the platform-specific signals that matter most for product-based businesses. When you choose an AEO agency for ecommerce, vertical experience is non-negotiable.
How is an AI search optimization agency different from a traditional SEO agency?
A traditional SEO agency optimizes for Google rankings and measures success through organic traffic and keyword positions. An AI search optimization agency optimizes for citation rate and mention rate in ChatGPT, Perplexity, Claude, and Google AI Overviews, and measures success through AI citation audits and share of voice data. The methodology, content formats, schema requirements, and measurement infrastructure are fundamentally different. That difference is the first thing to verify when you choose an AEO agency over a traditional SEO firm.
How much does AEO agency work cost?
AEO agency pricing in 2026 ranges from approximately $2,500 per month for foundational work with a specialist boutique to $15,000 or more per month for full-service enterprise campaigns. Most ecommerce brands that choose an AEO agency for focused work land in the $3,000 to $7,000 per month range. Be skeptical of pricing below $1,500 per month. Real AEO work covering technical auditing, content strategy, schema, off-site authority, and monthly measurement cannot be executed at quality for under $2,000 per month.
How do I know if an AEO agency is actually getting results?
Ask for before-and-after citation rate data from a client in your vertical. A real AEO agency tracks citation rate, mention rate, and share of voice monthly across a defined prompt set in ChatGPT, Perplexity, and Google AI Overviews. They should also be able to show GA4 data filtering AI-referred traffic by referrer domains including chat.openai.com and perplexity.ai. If the agency presents rankings or organic traffic as their AEO success metrics, they are measuring SEO, not AEO. This is the clearest proof-of-results check when you choose an AEO agency.
What should I look for when hiring an agency for answer engine optimization?
Evaluate four criteria when you choose an AEO agency: a documented AEO methodology they can explain with specific actions and outcomes, verifiable case studies with citation rate data, measurement infrastructure covering citation rate and share of voice, and vertical experience in your industry. Ask five questions: how they measure AEO success, whether they can show before-and-after citation data from your vertical, how their approach differs per platform, how they handle the Bing and ChatGPT relationship, and what their content format recommendation is for your site structure.
Should I use an AEO tool or hire an AEO agency?
AEO tools like Searchable track citation rate and share of voice but do not produce the content, schema, or technical fixes that drive citation improvements. An AEO agency executes the full strategy — technical audit, content production, schema implementation, off-site authority, and measurement — that tools measure but cannot perform. Use a tool to track progress and verify agency results. Choose an AEO agency to do the work that actually moves the number.
What can an AEO agency do that a tool cannot?
An AEO agency audits and fixes crawler access, implements schema markup, produces buying guides and comparison content, builds off-site entity authority, and interprets citation data to adjust strategy. Tools measure what is happening. When you choose an AEO agency, you get a team that changes what is happening — the technical and content work that drives citation rate improvements that tools then track.
How do I vet an AEO agency before signing a contract?
Apply a six-point pass/fail scorecard covering measurement methodology, proof of results, platform differentiation, Bing/ChatGPT awareness, ecommerce specificity, and launch date. Then verify independently: search their brand in Perplexity and ChatGPT, check for third-party case study mentions, ask for a client reference, review team LinkedIn history for real AEO experience, and run their domain through an AI visibility tool. An agency with more than two fails on the scorecard should not receive a contract.
What should a 90-day AEO pilot include?
Month 1: technical audit, crawler access confirmation, schema implementation, and a baseline citation rate across 20–30 prompts. Month 2: first content published, weekly citation tracking against baseline, Bing SEO groundwork in place. Month 3: first measurable citation rate movement, share of voice report versus competitors, expanded prompt set. If citation rate has not moved at all after 90 days with a documented methodology in place, reassess the engagement.