Can an agency guarantee we will appear in ChatGPT answers?

Updated 12 October 202612 sources, each openedNo paid placements

The short answer

No. No agency controls what ChatGPT or any other assistant writes, and Google's guidance says third-party providers cannot guarantee performance and that any predictions may not happen1. A credible provider commits to inputs and measurement instead: a written method, a baseline, a fixed set of questions, regular reports and review points in the contract.

Key facts

  1. Google's guidance says third-party providers cannot guarantee performance, and that any predictions they make are their own and may not happen1.
  2. Google's June 2026 guidance lists services that promise improvements for AI experiences, also called AEO or GEO tools, among the services to evaluate critically1.
  3. Google's hiring guide says no one can guarantee a number one ranking, and advises care with anyone who alleges a special relationship with Google or is secretive about the plan2.
  4. AirOps, which sells AI-visibility software, cites its own 2026 research that only 30 percent of brands stay visible from one AI answer to the next3.
  5. A GEO agency's own checklist flags promises such as 300 percent more AI visibility in 60 days, results in the first 30 days, and lock-ins of 12 months or more as red flags4.

Why can nobody guarantee a place in ChatGPT answers?

An assistant writes each answer from what it retrieves and what it learned. You do not control that, and neither does your agency. Google makes the same point about its own system: no third-party tool has access to its internal ranking or AI systems5.

Answers also move. Commenters in one Hacker News thread noted that the same prompt can return different recommendations from day to day, and suggested tracking how often a brand appears over time rather than reading one output6. AirOps reports that only 30 percent of brands stay visible from one answer to the next, and that about 57 percent of brands that disappeared came back within two runs. Both figures are the vendor's own3.

What red flags should make me walk away?

These come from Google's own hiring guidance and from checklists published by agencies and editors. The agency checklists are written by firms that sell the service, so read them as one side's view.

  • A guaranteed position, ranking or citation count. One GEO agency's checklist says no agency can guarantee specific positions in AI search results4.
  • A fixed outcome on a fixed date, such as several-fold more AI visibility in 60 days or results inside the first 30 days4.
  • A money-back guarantee tied to AI outcomes the agency cannot control4.
  • A lock-in of 12 months or more before any result is shown4. A contract guide treats six months as a reasonable start and advises against 12-month commitments7.
  • Claimed special ties to Google, or secrecy about what will be done. Google's hiring guide lists both as warning signs2.
  • One-off screenshots as proof, or claims of secretly submitting your site to AI models. An independent editorial guide lists both as red flags8.

What can a credible agency commit to instead?

Inputs and measurement. A scorecard from a content agency suggests checking for a defined tracking method (which engines, how often, and how mentions differ from citations), live reporting rather than a static deck, a clear answer on who will do the work, contract success measured in citation terms, and a refusal to guarantee what the agency does not control9.

Ask for these in writing:

  • A baseline in the first week: the fixed set of buyer questions, the assistants checked, and what each one said about you.
  • A report on the same questions at a stated cadence, showing for each question whether you were named, cited or missed, with the date.
  • Work you can inspect: pages changed, facts corrected, access fixed, and a change log. Google's hiring guide says to ask for examples of past work, check references and ask that all changes be shared with you2.
  • A review point, for example formal reviews at 60 and 90 days, where scope changes if the numbers are flat7.

How do I check an agency's claims before I sign?

Run the test yourself first. Write about 20 questions a real buyer would ask, put them to two or three assistants, and log who appears and whether you are described correctly. Treat it as a sample, because answers vary8. Then ask the agency to show its own brand across the same assistants. One scorecard recommends checking whether the agency shows up in AI answers itself9.

Ask for references and speak to them. If an audit is offered, give read-only access to Search Console, not write access, and remember that you stay responsible for the actions of any company you hire2. In an Ask HN thread about whether a monthly SEO retainer was worth it, commenters advised measuring conversions rather than traffic and treating domain-authority reports with suspicion10.

Our side, stated plainly

What KanavuLab does

We do not guarantee placement in ChatGPT or any other assistant, and we say so before you sign. What we commit to is the process: we ask the AI assistants your buyers use the same buyer questions, logged out, every day, and send a weekly report of named, cited and missed. You approve everything that goes out under your name. Accounts and domain are in your name from day one, and scope changes are priced in writing first.

Our own counts show why we do not offer one. Measured on our own brands, ChatGPT, logged out, named MatrixGard in 29 of 30 answers to one buyer question and named KanavuLab in 19 of 38 answers to an MVP question, between 28 September and 12 October 2026. The same question did not name us every time. Scope and price are quoted after a 20-minute call.

Follow-up questions

Is it fair to put a result clause in the contract?

Yes, as a review point rather than a guarantee. Tie the contract to measurement: a baseline, the question set, a report cadence and a date when scope is reviewed. One agency scorecard suggests that contracts measure success in citation terms, not only in traffic9.

What if an agency says it has a special relationship with Google or OpenAI?

Google's hiring guide lists claimed special relationships with Google as a red flag2. Ask for the claim in writing and for a reference you can phone. OpenAI documents the public step for ChatGPT search: it recommends allowing OAI-SearchBot in robots.txt, and sites that opt out are not shown in ChatGPT search answers11. Access is a precondition, not a promise of placement.

Can an agency guarantee a place in Google AI Overviews?

No. Google says there are no additional requirements to appear in AI Overviews or AI Mode beyond being indexed and snippet-eligible, and that meeting technical requirements does not guarantee crawling, indexing or serving12.

Does KanavuLab offer any guarantee?

We guarantee the process, not the placement: the daily logged-out question check, the weekly named, cited and missed report, a written scope, and accounts and domain in your name from day one. We do not promise to appear in any assistant's answers.

Sources

Every source was opened before this page was published. Figures from vendors who sell in this market are labelled as such in the text.

  1. Google Search Central Google Search's guidance on third-party SEO tools and advice, June 2026. Opened 12 October 2026
  2. Google Search Central Do you need an SEO? Tips for hiring an SEO, 2026. Opened 12 October 2026
  3. AirOps AEO metrics: how to measure share of voice and citation frequency, 16 June 2026. Opened 12 October 2026
  4. upGrowth 10 questions to ask before hiring a GEO agency, 16 March 2026. Opened 12 October 2026
  5. Google Search Central Google's guide to optimizing for generative AI features on Google Search, 2026. Opened 12 October 2026
  6. Hacker News Ask HN: How does ChatGPT decide which websites to recommend?, 5 February 2026. Opened 12 October 2026
  7. Stackmatix Marketing agency contract guide: what to negotiate and what to watch for, 6 September 2026. Opened 12 October 2026
  8. SBO.sg Do GEO monitoring tools and agencies actually make sense?, 10 July 2026. Opened 12 October 2026
  9. Pepper Content How to evaluate a GEO agency: 8-point scorecard for marketers, 18 July 2026. Opened 12 October 2026
  10. Hacker News Ask HN: Is it worth paying $6k/month for an SEO agency?, 8 March 2024. Opened 12 October 2026
  11. OpenAI Overview of OpenAI crawlers, 2026. Opened 12 October 2026
  12. Google Search Central AI features and your website, 2026. Opened 12 October 2026

Ask us this on a 20-minute call.

Scoped and quoted after the call. Not the right fit? We will say so.