Short answer

Use seven assessment criteria: scope, method, evidence, factual accuracy, actionable findings, ownership and validation. Accept the agreed deliverables separately from later AI-answer observations, search visits and qualified inquiries.

Seven criteria for assessing a GEO service

Assess a GEO audit against seven deliverables you can inspect: scope, method, evidence, factual accuracy, findings, ownership and validation. Ask the provider to demonstrate each one on a page or buyer question relevant to your business before accepting the proposal.

A polished dashboard can help organize the work. Your buying decision still depends on what its records establish and what the team will deliver. The following checklist is Arrow AI's evaluation framework, not an industry certification or a universal ranking formula.

CriterionEvidence to requestAcceptance condition
1. Defined scopeDomain, priority pages, markets, languages, buyer questions and platforms.Included and excluded surfaces are named in writing.
2. Collection methodConsumer interface or API, model where available, settings, location and collection dates.The report describes the surface actually tested.
3. Retained evidenceOriginal answer, cited URLs, question wording and timestamp; errors kept separately.A reviewer can trace each conclusion to its record.
4. Business-fact accuracyChecks against owner-approved product, pricing, service-area and eligibility facts.Contradictions have an affected URL and a confirmed correction.
5. Actionable findingsIssue, buyer consequence, priority, proposed change and dependency.Every selected finding has a concrete next step.
6. Delivery ownershipNamed drafting, review and publishing responsibilities, including access requirements.The buyer knows who completes and approves each change.
7. Validation protocolRelease checks and comparable follow-up observations, with missing-data rules.Delivery completion and observed outcomes are reported separately.

If your immediate need is conducting the audit, use the GEO audit playbook. This guide helps you judge the evidence and acceptance conditions of an audit you are buying or reviewing.

Match each claim to the evidence that can support it

A valid assessment connects a claim to the right observation. Website access, an AI mention, a citation, a recommendation, a visit and an inquiry each answer a different question. Record them separately so one cannot silently stand in for another.

For example, a public page that loads successfully establishes an access check at that time. An answer containing your name establishes a mention in that recorded response. A recommendation requires an agreed definition, such as inclusion in a relevant vendor shortlist. Neither observation establishes that a customer visited or bought.

Google states that AI Overviews and AI Mode traffic is included in Search Console's overall Web reporting. Those totals alone do not establish which AI feature appeared or validate a result on another platform. Google's reporting guidance explains the scope. Keep exported search-query impressions separate from recorded AI-answer samples.

Ask for the denominator behind any percentage: which questions, which valid answers, which period and which platform? A failed request is an error to investigate. A platform that was not observed remains unmeasured. The citation-tracking guide develops these distinctions.

Validate delivery before evaluating outcomes

Use two acceptance stages: verify that the agreed work was delivered, then evaluate comparable follow-up observations. A completed page correction can be accepted even when its effect on later AI answers is still unknown.

  1. Freeze the baseline. Save the original page, question panel, collection method and period. Decide what constitutes a mention, citation or recommendation.
  2. Confirm the authorized change. Record the owner-approved facts, affected URLs, implementer and expected acceptance condition.
  3. Inspect the public release. Check the actual live URL, visible copy, canonical and relevant access controls. A draft file or saved task does not demonstrate publication.
  4. Repeat comparable observations. Retain question wording, platform, surface, market and collection settings. Document differences that prevent a direct comparison.
  5. Report what changed and what remains unknown. Separate technical completion, answer observations, search traffic and qualified inquiries.

Where multiple website changes or external events occur together, a before-and-after difference alone does not establish which change caused it. Record the release history and describe the observation without assigning unsupported revenue or ranking uplift.

A worked acceptance example

Consider a fictional B2B software company whose product page and pricing page describe different onboarding requirements. The audit finds the contradiction and a recorded assistant answer repeats the older requirement. This example illustrates review decisions; it is not an Arrow customer result.

Illustrative finding register

Finding: Conflicting onboarding facts on two public pages.
Source of truth: The product owner's current written requirements.
Deliverable: Correct both pages after owner review.
Delivery acceptance: Both live URLs state the approved requirement, with the release recorded.
Outcome check: Repeat the original buyer question on the same tested surface and retain the answer.
Still unknown: Whether other questions or platforms changed, and whether the correction generated inquiries.

If the pages are corrected but the follow-up request fails, mark delivery complete and the answer observation unresolved. If an answer changes, record that result for its sample. Do not turn one answer into a claim about every buyer or assistant.

Use a decision sheet before approving the scope

Choose the scope whose deliverables, evidence and responsibilities match your decision. Use a simple status for every criterion: documented, needs clarification or excluded. Keep a missing essential requirement visible instead of averaging it away in a composite score.

  • Proceed: The essential deliverables and evidence are documented, the work has owners and the remaining exclusions are acceptable.
  • Clarify: A platform claim lacks a retained answer, the percentage lacks a denominator, or publishing responsibility is unclear.
  • Rescope: The offer measures different markets, pages or buyer questions from those your team needs.

Before accepting delivery, ask: can another reviewer inspect the findings and understand why each action was proposed? Before interpreting success, ask: are the observations comparable, and which outcomes have actually been measured?

For an existing-site engagement, use the visibility service scope guide to define responsibilities. Review the prompt-tracking method before agreeing the follow-up panel.

Sources and editorial scope

This is Arrow AI’s commercial evaluation framework for B2B teams. Arrow AI provides GEO platform access and related delivery services. The decision sheet and example are illustrative; they do not establish provider rankings or measured customer outcomes. The source below supports the Google-specific reporting distinction, not the whole evaluation framework.

The Arrow read

Bring the acceptance criteria to the conversation.

Start with a free Arrow audit, then agree the questions, sources, deliverables and review responsibilities for your business. Explore Arrow GEO platform access to understand its scope.