AI SEO tool trial brief
Method version: 1.0
Prepared: 6 October 2026
Source: https://seoinformatica.com/ai-seo-tools/

This is a planning and review aid. It is not a product benchmark, recommendation or automatic score.

BLANK WORKING COPY

Decision we need to make: Unknown
Candidate product and exact report/component: Unknown
Account access, current terms and adequate export access: Unknown
Reviewer and person responsible for the next action: Unknown

Comparable inputs:
- Exact question set or page URLs: Unknown
- Brand/entity definitions: Unknown
- Platform, model or interface: Unknown
- Market, language and available location context: Unknown
- Dates, planned repetitions and collection method: Unknown
- Differences we cannot control: Unknown

Evidence to inspect:
- Complete response, source page or crawl extraction: Unknown
- Citation, mention, recommendation and factual accuracy recorded separately: Unknown
- Metric definition, denominator, weighting and deduplication: Unknown
- Completed, failed, unavailable and skipped runs recorded separately: Unknown
- Exported record and saved evidence location: Unknown

Review:
- What the output establishes: Unknown
- What it does not establish: Unknown
- Errors or ambiguities found and how we checked them: Unknown
- Setup, review and correction effort: Unknown
- Data handling and integration requirements: Unknown
- Decision: useful for this task / more evidence needed / unsuitable for this task
- Next action, owner and review date: Unknown

HYPOTHETICAL EXAMPLE: A FAIRER COMPARISON

Fictional situation: Example Advisory needs to inspect how a defined set of payroll-consultancy questions describes its services. These inputs and observations are invented for teaching. No product was tested and no vendor is represented by the example.

Candidate A shows a broad market score. Candidate B provides answers to a selected question set. Comparing their headline percentages would compare different records.

First decision: ask whether both candidates can run or expose equivalent selected-question observations. Keep the market score as a separate research input. If equivalent inputs are unavailable, record the difference instead of declaring a winner.

Illustrative inspection: one candidate supplies a completed answer and linked source but does not disclose the model version. Another supplies an answer and source at a different time. Both model context and time differences remain in the record. No universal accuracy comparison is justified.

Useful next action: review whether each retained source supports the answer's service description, record factual errors or unknowns, and check whether the account can export enough evidence to repeat the review. Keep correction effort and the person responsible for action beside the result.

A tool can be useful for this decision without measuring audience size, causing an enquiry or outperforming every alternative. Unavailable evidence remains Unknown, not zero.