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AI in Marketing

How to evaluate an AI search optimization agency

Emulent AI · · 8 min read

An agency scorecard with criteria scored 0, 1 or 2


A good AI search optimization agency does solid SEO, measures AI visibility with methods you can check, and can explain every tactic in terms Google’s own documentation would recognize. A weak one sells a secret method, promises placements inside ChatGPT, or reports a score you can’t trace back to real answers. You can tell the two apart in one sales call if you ask the right questions, and most of those questions come straight from what Google has published.

I run one of these agencies, so read this with that in mind. I’ve written it so you can run us through the same test.

What AI search optimization should include

Google’s guide to optimizing for generative AI features says “optimizing for generative AI search is optimizing for the search experience, and thus still SEO.” So an honest scope looks a lot like good SEO, with AI-specific measurement and brand-fact work added on top.

Component What it covers What to ask for
Technical foundation Crawl access for Googlebot, Bingbot, OAI-SearchBot and PerplexityBot; indexing; page experience; duplicate content A ranked fix list, not a raw export
Content strategy Topics where you have something original to say, based on a gap analysis against real competitors A content calendar with the reasoning behind each topic
Brand facts and entities One consistent set of facts across your site, Business Profile, LinkedIn and directories; Organization markup that matches the page A list of inconsistencies found and fixed
Structured data Markup that matches visible content and validates Validation results, page by page
Earned mentions Real coverage, partnerships, reviews and speaking, never bought placements Who they’ll pitch and with what
Measurement A prompt panel plus Search Console, Bing Webmaster Tools and GA4 data A sample report with raw answers attached

For comparison, our own AI search optimization service lists four deliverables: an AI visibility audit, a technical SEO audit with a ranked fix list, a competitor gap analysis with a content calendar built from it, and schema and on-page recommendations for each priority page. Any agency you talk to should be able to name its deliverables that plainly.

Check the agency’s own visibility

An agency that sells AI visibility should have some. Before the first call, spend 20 minutes checking:

  1. Ask ChatGPT, Google AI Mode, Gemini, Perplexity and Copilot the questions a buyer would ask about this kind of agency in your region or industry. Note whether the agency comes up and what’s said about it.
  2. Ask each assistant directly about the agency. Check whether the facts are right: services, location, leadership.
  3. Read three of the agency’s own articles. Look for original data, first-hand examples and named authors with real background. If their blog reads like it could be on any agency’s site, that’s what they’ll produce for you.
  4. Look at how much they publish. A blog with hundreds of near-identical posts suggests a content machine, which is the opposite of what Google rewards.
  5. Look for case studies with specifics: what was done, with which tools, by whom, and what the output was. Growth percentages with no method behind them tell you nothing.

Visibility for an agency’s own brand isn’t everything. A new agency may have good people and little visibility yet. But if they can’t explain why they don’t show up, that tells you something too.

Reporting to expect

The monthly report should show what’s happening in AI answers and whether it’s turning into business. At minimum:

  • Share of answers and citation rate for a fixed prompt panel, with the full question list and raw answers available to you.
  • Factual errors found in AI answers about your brand, and what was done about each.
  • Google AI impressions from Search Console’s generative AI performance report, and citations from Bing Webmaster Tools’ AI Performance.
  • Sessions, key events and revenue from the AI Assistant channel in GA4.
  • Organic rankings, traffic and leads, because the SEO underneath still does most of the work.
  • A written read on what changed, why they think it changed, and what they’ll do next.

One thing should never appear: a “rank” inside an AI answer. When SparkToro had volunteers run 12 brand-recommendation prompts a combined 2,961 times, it found less than a 1 in 100 chance that ChatGPT or Google’s AI would return the same list twice in 100 runs. A position number built on answers that change every time isn’t a measurement.

Questions that separate real work from rebranded SEO

Google itself says AI search optimization is still SEO, so an agency that calls its work SEO is being accurate. What you’re testing for is whether the SEO is any good, and whether the AI-specific claims hold up against what Google has published.

Ask A good answer sounds like A warning sign
What do you do differently for AI answers than for classic search? Measurement, brand-fact consistency and crawler access for AI assistants; the content standard is the same A proprietary method they can’t describe
Will you add llms.txt or special AI markup? Google says it doesn’t use them, and there’s “no special schema.org markup you need to add” It’s the centerpiece of the plan
Will you break our content into chunks for AI? Google says there’s no requirement to, and no ideal page length Yes, across the whole site
How will you get us mentioned on other sites? Real PR, partnerships and data worth citing Paid placements, link networks or seeding mentions; Google says inauthentic mentions aren’t “as helpful as it might seem”
How many pages will you publish a month? Fewer, stronger pages tied to gaps you can win A high number, generated from templates; Google’s spam policies call that scaled content abuse
Where does AI do the work in your process, and where does a person check it? Specific tasks on each side “AI handles all of it” or “we don’t use AI”
What does AI do well, and where does it fail? A confident, specific answer Hype, or no answer
Which tool produces your AI visibility score? A named tool, with the raw answers behind it A score they can’t show the inputs for; Google says “No third-party tool has access to our internal ranking or AI systems”
Can you guarantee placement in AI Overviews or ChatGPT? No, and an explanation of why Yes

The “what does AI do well and where does it fail” question is one I’d ask any marketing hire. Most teams don’t have anybody who can answer it with confidence, and an agency that sells AI services should.

What strong process looks like

Ask for a walkthrough of a real project. On a 20,000-page SEO audit we ran, Semrush crawled every page and pulled technical, ranking and backlink data. Claude read the full export and grouped issues by pattern. Our SEO team reviewed the groupings, discarded the false alarms and ranked the fixes by impact and effort. That’s the shape to listen for: AI on the volume work, named people on the decisions. As I say in my talks, “Capability is now free. Judgement is the premium.” You’re paying an agency for the judgement.

Pricing models

Agencies price AI search work in a handful of ways. Each one rewards a different behavior, so it’s worth knowing which incentive you’re buying.

Model How it works What it rewards Watch for
Fixed-fee audit One-time assessment with a defined deliverable A clear finding you can act on An audit that’s mostly a tool export
Fixed-scope project A defined build, such as a roadmap or a site cleanup, over set weeks Finishing the defined work Scope that’s vague enough to stretch
Monthly retainer Ongoing work at a monthly fee Continuity and iteration Long lock-ins with no exit; activity reports in place of results
Per-piece content pricing Paid by the article or page Volume An incentive that pulls against Google’s guidance on scaled content
Performance-based fees Paid on rankings, traffic or “AI visibility” Hitting the chosen metric AI visibility metrics that can’t be measured reliably enough to pay on

For our own work, the pricing page lists no fixed prices. It describes a readiness assessment (two to three weeks), a strategy and roadmap project (four to six weeks), a month-to-month ongoing partnership that includes AI search work, and training priced per session or per team. Every engagement gets a written proposal with a fixed scope and price, and no long contract is required. Price depends on team size, the number of tools and channels, how much of the work we do versus your team, and how fast you need it. Whatever agency you choose, those are fair questions to ask about their pricing too.

A scorecard

Score each agency 0 (no), 1 (partly) or 2 (yes) on each line, out of 24. A zero on guarantees, honest mentions or raw answers is reason enough to walk away, whatever the total.

Criterion 0, 1 or 2
Describes the work in terms that match Google’s published guidance
Names its deliverables plainly
Shows up in AI answers for its own category, or explains why not
Publishes original content with named authors
Shares a sample report with raw AI answers attached
Uses first-party data (Search Console, Bing, GA4) alongside tool data
Reports no “rank” inside AI answers
Explains where AI does the work and where a person checks it
Earns mentions honestly, with no paid placements dressed as coverage
Publishes fewer, stronger pages over volume
Makes no guarantees about AI placements
Offers clear pricing, a written scope and a reasonable exit

Use the scorecard on us too. One more line from my talks: “AI doesn’t fix a bad strategy. It executes it faster.” That applies to agencies as much as to tools.

Next step

Bring the scorecard to your next agency call and ask the questions in the table. If you’d like to see how we’d answer them for your site, book a strategy call or start with an AI visibility audit through our AI search optimization service.

Put this to work with Bill.

Tell Bill where your team is with AI right now. He’ll tell you what he would do first and what he would leave alone.

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