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Blog · AI Search Visibility

How do you buy an AI search service that actually ships fixes?

Judge an AI search vendor by what reaches your live site, not by its dashboard. Ask what it writes, where the work lands, who approves it, how it proves a change worked, and what you pay when it delivers less. A vendor that cannot show a shipped change with a before-and-after reading is selling monitoring.

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Inbox28 waiting for you
  • Writer agentApprove10 finished pieces of work: four new articles, six passage rewrites

    Week-one point 3, met

    Each one waits for a yes. Nothing ships without one.

  • Web engineer agentDoNo PR was opened and the GitHub repo doesn't resolve

    Week-one point 4, waiting on us

    GitHub was not connected, so no pull request could be opened.

attensira.com workspace, read over the Attensira MCP · · 28 items waiting on a person
Karl-Gustav KallasmaaKarl-Gustav Kallasmaa, Founder & CEO

Last updated

Key facts

Every AI search vendor now says it does more than monitor. Some write recommendations. Some generate content. Some say they "implement". The words are close enough that a buyer cannot tell them apart from a demo. This playbook is a set of questions that can.

It is written for the person who has to choose: a founder, a head of marketing, or an agency lead deciding whether to buy a tool, hire an agency, or do it in-house. The questions apply to all three, including us.

Why does the buying decision matter more than it used to?

Because buyers already ask the engines. Forrester reported in January 2026 that 94% of business buyers used AI somewhere in their buying process, up from 89% the year before. If the answer to "best [your category]" names three competitors, the buyer's shortlist was written before your site was visited. Spending a quarter on a vendor that only reports that fact is a quarter the shortlist kept going to someone else.

What are the ten questions to ask?

Ask them in a call, and ask to be shown rather than told. Each one comes with the answer you want and the answer that should worry you.

1. What exactly do you deliver in a typical week?

Want: a list of finished artifacts, such as rewritten passages, new articles, pull requests, directory listings and pitch drafts, with examples from a real account. Worry: "insights", "recommendations", "strategy", or a content brief someone on your team still has to write.

2. Where does the work land?

Want: in your own systems. A pull request in your repository, a draft in your CMS, a draft in your mailbox. Worry: a portal you have to copy from, or a hosted page on the vendor's domain.

3. Who approves before anything goes live?

Want: you, by default, with a clear list of what can ever go out without asking. Worry: "we handle it" with no setting you can see. In Attensira, new workspaces start in Draft: nothing leaves the workspace until you approve it, and claims such as prices, numbers, product names and competitor names wait for a person in every mode.

4. What happens if I never press approve?

Want: nothing goes out, and the vendor tells you what is waiting. Worry: work that publishes after a timeout. Ask the question literally; the answer reveals how the system is built.

5. How do you decide what to work on first?

Want: the questions you lose, ranked, each with the pages that decided the answer and whether you are on them. Worry: a generic checklist applied to every customer in the same order.

6. Do you work off my site as well as on it?

Want: yes, with rules. Most of what decides an AI answer is somebody else's page, so a vendor that only edits your site leaves the biggest lever alone. Ask who sends the pitches (it should be you, from your mailbox) and whether community replies are drafted for you to post or posted under someone else's name.

7. How do you prove a change worked?

Want: the same tracked questions read before and after, over windows of days, with the sample size, and "no change" reported when it is true. Worry: screenshots of single answers, or a blended score that only goes up.

8. What will you not claim?

Want: no guaranteed rankings, no guaranteed share of answers, no revenue attributed to a change without evidence. A vendor that can tell you what it cannot promise is one you can trust with the rest.

9. What do I pay when you deliver less?

Want: you pay for work delivered, against a budget you set, and the gap comes back to you. Worry: a flat retainer with no list of what shipped. Attensira does not charge for work it does not deliver; the shortfall is credited back on the 1st.

10. Can I read everything without asking you?

Want: every answer, every number with its sample size, every piece of work and every charge, readable in the product and over an API. Worry: a monthly PDF as the only window.

What are the red flags?

  • A demo that never leaves the dashboard. If the vendor cannot open a real pull request, draft or listing from a real account, the product stops at the chart.
  • Numbers without a sample size. "Visibility up 40 points" means nothing without how many answers it came from.
  • Guaranteed outcomes. No one controls what an engine writes.
  • Publishing on your behalf by default. Speed is not worth a wrong price on your homepage.
  • Outreach from the vendor's domain. Editors answer people, and your sender reputation is yours to spend.

What should week one produce?

Hold any vendor to a concrete first week:

  1. A baseline. Your tracked questions read on each engine, with the answer text stored and every share shown with its sample size.
  2. The ranked losses. The questions you lose, and for each one, the pages that decided it.
  3. The first finished work in your approval queue. Not a plan for work, the work itself.
  4. A date for the first verdict. When the first shipped change will be read again, and what "no change" would look like.

If week one ends with a slide deck, you bought monitoring with extra steps.

We hold our own site to the same bar. On 4 October 2026 the Inbox of our attensira.com workspace held 28 items waiting on a person, ten of them finished work (four new articles and six passage rewrites), and no pull request, because we had not connected our GitHub repository. Points one to three were met; point four was waiting on our own yes.

Does one engine name us more than the other?

The same 61 questions, read in ChatGPT and in Perplexity, counted apart. The two name attensira.com at about the same rate; a gap this small is inside the noise, so it is not a finding.

of ChatGPT answers name attensira.com
4.2%
n=2,346 answers
of Perplexity answers name attensira.com
4.5%
n=2,172 answers
link to it, ChatGPT / Perplexity
6.6% / 3.9%
n=4,518 answers
Analyst agentAnalystattensira.com workspace, Attensira MCP, ChatGPT and Perplexity · n=4,518 answers · to

Agency, tool or in-house: which one fits?

The ten questions work on all three, but the three fail in different ways, and knowing the failure mode tells you which questions to press hardest.

  • An in-house hire knows your product best and moves at the speed of one person's week. The risk is capacity: the work competes with everything else on their list, and AI search adds daily reading on top of classic SEO. Press questions 5 and 7, because a busy team skips prioritization and measurement first.
  • An agency brings people who have done it before. The risk is lag and opacity: the work happens between monthly reports, and you see a summary instead of the answers. Press questions 1, 7 and 10.
  • A tool is fast and cheap to start. The risk is that it stops at the finding and the work lands back on your desk. Press questions 1, 2 and 6.

A fourth shape is now possible: software that does the agency's work and asks for your approval at each step. Hold it to the same questions. Speed is only worth something if the approval rules and the measurement are as strict as a careful person's.

What does ChatGPT tell a buyer looking for an alternative to an agency?

ChatGPT's stored answer of 4 October to a question we track. Its middle ground is a consultant for the audit and your own team for the work, so the execution still lands on you. Software that does the agency's work is not on its list, and Attensira is not named.

Answer · ChatGPTasked

Question: alternative to hiring a GEO agency

ChatGPT answered: Agency pricing varies widely; published comparisons show many GEO retainers ranging from several thousand dollars per month into five figures depending on scope and company size. A practical middle ground for many companies: hire a GEO consultant for an audit + playbook, then execute internally.

Sources cited

  1. 1developers.google.com
  2. 2nivaloq.com
  3. 3gen-optima.com

Not namedAttensira is missing from this ChatGPT answer.

Analyst agentAnalyst · reads this workspace's answersattensira.com workspace, read over the Attensira MCP · · one stored answer, closing passage

How do you run a fair two-week test?

If a vendor offers a trial or a pilot, use it to test the claims rather than the interface.

  1. Fix the question set before you start. Twenty to fifty questions your buyers ask, written down, so the vendor cannot pick easy ones.
  2. Ask for the baseline in the first days. Every engine, every question, with sample sizes.
  3. Approve one change of each kind. One on-site rewrite, one new article, one off-site action. Watch where each lands and how long the approval takes you.
  4. Write down the re-read dates. Most changes will not have a verdict inside two weeks, and an honest vendor will say so instead of showing you an early wobble.
  5. Read the bill. Compare what you were charged with what was delivered, line by line.

At the end you will know whether the vendor ships, how much of your own time it costs, and whether its reporting tells the truth when the truth is "not yet".

How does Attensira answer the ten questions?

We wrote the questions, so here are our own answers, each checked against our public docs at docs.attensira.com.

QuestionAttensira's answer
What is deliveredPassage rewrites, articles, pull requests, directory listings, pitch drafts, community reply drafts
Where it landsA pull request on your repository (opened as a draft by default), a draft in Webflow or WordPress, a Notion draft, a draft in your Gmail or Outlook
Who approvesYou. Draft mode is the default; claims wait in every mode
If you never approveNothing goes out. In Ask mode a pending call closes after 7 days and says so in your Inbox
What comes firstThe questions you lose, with the deciding pages and whether you are on them
Off-site workYes. Pitches go from your mailbox; listings always wait for your yes; community replies are drafted for you to post
ProofRe-reads at 7, 14 and 30 days, each verdict with its sample size, including no change
What we will not claimOutcomes, and revenue caused by a change
Delivering lessWork not delivered is not charged; the shortfall is credited
Reading everythingThe dashboard, an MCP server and a REST API

We also tell buyers what we cannot show yet. On our own site, the loop has produced finished work that is still waiting for our approval, so we have no before-and-after verdict of our own to show. We explain why in monitoring is not enough.

Attensira is the service of an SEO agency at the price of a tool. Put us through the same ten questions: book a demo and ask to see a shipped change, its re-reads and the verdict.

What else do people ask?

Should I hire an AI search agency or buy a tool?
Decide on who does the work. An agency does the work through people on a retainer, usually with monthly reporting. A tracker shows what is wrong and leaves the work to you. A third option is software that does the agency's work and asks for your approval. Whichever you choose, apply the same ten questions.
What should I have after the first week with a vendor?
A baseline reading of your questions on each engine with sample sizes, a ranked list of the questions you lose with the pages that decide each one, and the first finished pieces of work waiting for your approval. Strategy decks and audits without shipped work are not progress.
Can any vendor guarantee I will appear in ChatGPT?
No. Nobody controls what an AI engine writes. A vendor can guarantee the work it does and report honestly what the answers did afterwards. Treat a guaranteed placement or a guaranteed share of answers as a red flag.
How do I stop a vendor publishing something wrong about us?
Ask how approval works before you sign. The safe setup is that nothing leaves your workspace without your yes, and that claims such as prices, numbers and competitor names always wait for a person. In Attensira that is the default Draft mode, and claims wait in every mode.
What is a fair way to pay for AI search work?
Pay for work delivered, against a budget you set, with a ledger you can read. Be wary of flat retainers with no list of what was shipped, and of usage meters you cannot see. Attensira does not charge for work it does not deliver; the shortfall comes back as a credit.

Where do these facts come from?

6 sources, 7 statements: each statement with the page it came from and the day it was checked.

  1. Read over the Attensira MCP on 2026-10-04: On 2026-10-04 the attensira.com workspace inbox held 28 items waiting on a person, 10 of them finished pieces of work (four new articles and six passage rewrites), with no pull request opened because GitHub was not connected.

    attensira.com workspace, read over the Attensira MCP on

  2. attensira.com workspace, read over the Attensira MCP on 2026-10-04: ChatGPT's stored answer of 2026-10-04 to "alternative to hiring a GEO agency" suggested in-house work, a consultant, freelancers or tools, put GEO retainers at several thousand dollars a month into five figures, and did not name Attensira.

    attensira.com workspace, read over the Attensira MCP on

  3. Forrester reported that 94% of business buyers used AI in their buying process, five points up from 89% the year before.

    forrester.com · retrieved

  4. Attensira has three approval modes, Ask, Draft and Act; Draft is the default for new workspaces, Ask waits up to 7 days for a decision, and claims wait for approval in every mode including Act.

    docs.attensira.com · retrieved

  5. Attensira opens pull requests as drafts by default and merges only when a person presses Merge, or a safe change when auto-merge for safe changes is switched on.

    docs.attensira.com · retrieved

  6. When a site lives in Webflow or WordPress, Attensira writes changes as drafts in the customer's own editor and never publishes a new article or deletes a page on its own.

    docs.attensira.com · retrieved

  7. Work Attensira does not deliver is not charged; on the 1st the shortfall against the budget comes back as a credit on the balance.

    docs.attensira.com · retrieved

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