SkillAEO vs HubSpot AEO Grader: How to Evaluate the Current Tools

SkillAEO and HubSpot's grader may serve different workflows, but this page should not declare a universal winner. Features, prices, and terms can change. Verify HubSpot's official product pages, pricing pages, documentation pages, and current access terms before relying on a comparison.

Last verified: August 17, 2026. This comparison is published by SkillAEO and therefore has a conflict of interest. SkillAEO facts below were checked against the current product configuration. HubSpot fields not confirmed on a first-party page are marked unknown rather than inferred.

Compare actual outputs

Use the same domain or brand and record:

• what input each tool requests;
• which systems or data sources it currently uses;
• whether complete answers and cited URLs are visible;
• how scores or grades are defined;
• whether recommendations show evidence and limitations;
• export, retention, sharing, and deletion options;
• current access and price.

Do not assume two headline scores measure the same thing.

SkillAEO public scope

SkillAEO's anonymous audit currently asks GPT five questions, with up to 3 anonymous audits per day, 1 per domain, and daily capacity limits. Signed-in offerings are separate.

Inspect the sample report and method-oriented score guide before deciding whether the output is useful.

Verify HubSpot directly

Check the current official HubSpot pages for:

• availability and sign-up requirements;
• input and output;
• system coverage;
• scoring method;
• recommendations and exports;
• integration with other HubSpot products;
• current price or access terms.

Save links and the review date. If a field is undocumented, mark it unknown.

Evaluation checklist

1. Define the decision the tool must support.
2. Run a representative example.
3. Inspect underlying evidence rather than only a grade.
4. Verify a sample recommendation against a primary source.
5. Test whether the result can be exported or shared.
6. Calculate staff time and current total cost.
7. Set a cancellation or review rule.

Five use-case scenarios

1. A visitor wants a no-account first look

Test both public entry points and record what information is required before a result appears. SkillAEO offers a limited anonymous GPT audit; do not assume HubSpot's current form or access rules without opening the live grader.

2. A team needs inspectable evidence

Check whether the exact prompts, valid-run denominators, raw answers, citations, provider failures, model, and timestamp are visible. A headline score without its underlying evidence is not interchangeable with an evidence report.

3. A marketer needs implementation guidance

Compare a sample recommendation against the page that triggered it and a primary source. SkillAEO labels recommendations by evidence level and treats llms.txt and agent.json as optional experiments. Verify the current HubSpot output directly.

4. An agency needs repeatable client work

Test ownership boundaries, saved history, exports, domain limits, deletion, and whether a fixed prompt set can be rerun. Do not infer team or agency rights from a free grader landing page.

5. A buyer already uses HubSpot

Check whether the grader result actually connects to the buyer's current HubSpot products and workflow. Familiar branding is not evidence of a native integration, shared data, or included entitlement.

Current feature verification

Frequently Asked Questions

Which tool should a beginner choose?

Try the current public experiences and compare which output answers your question. There is no universal recommendation.

Is a grader enough to improve visibility?

A grade can organize observations, but implementation and external results require separate verification.

Does SkillAEO test every AI engine anonymously?

No. The anonymous audit currently uses GPT for 5 questions under the stated limits.

Can either tool guarantee citations?

No.

Why avoid a fixed feature table?

Because external products change. Official first-party pages are the appropriate source for current features and terms.