Research and review standards

Sources & Review Methodology

How Robot Companion AI selects sources, checks products and prices, interprets research, discloses testing limits and updates published guides.

Last updated July 14, 2026
Method in one sentence

Robot Companion AI starts with the reader’s decision, checks important claims against traceable sources, separates manufacturer statements from independent evidence and publishes the limitations that could change the conclusion.

1. Define the question and scope

A useful guide begins with a decision a reader can recognize: which product fits a budget, what ownership may cost, whether a feature depends on the cloud, how two options differ or what research can reasonably support.

The scope identifies the target reader, region, date, product type and exclusions. A comparison cannot be universal when availability, support, law, currency, home layout and user needs differ.

2. Source hierarchy

Level 1

Primary and authoritative

Official product and support pages, written policies, manuals, regulatory documents, standards bodies, clinical guidance and original peer-reviewed research.

Level 2

Independent context

Systematic reviews, established reporting, academic commentary and credible technical analysis used to explain or challenge a primary claim.

Level 3

Discovery signals

Retail listings, forums, social posts, videos and user reports may reveal questions or failure patterns but do not establish a general fact by themselves.

Manufacturer material is authoritative for its current price, specification or written policy, but not automatically independent evidence that a product improves health, prevents loneliness or outperforms competitors.

3. Product and price review method

  1. 1
    Confirm a verifiable product path.

    The guide looks for an official product, service, support or ordering page rather than relying on a recycled announcement.

  2. 2
    Record a dated price snapshot.

    Hardware price is separated from shipping, tax, duties, subscriptions, accessories and optional services.

  3. 3
    Check ownership dependencies.

    Apps, accounts, cloud services, replacement parts, region restrictions, return addresses and repair paths are considered.

  4. 4
    Describe buyer fit and limits.

    A recommendation explains who may benefit, who should skip the product and what must be verified before checkout.

4. Research and wellbeing evidence

Research coverage considers study design, sample size, population, comparator, duration, measured outcomes, attrition, conflicts, statistical uncertainty and whether the robot used in a study resembles the consumer product being discussed.

Stronger signal

Multiple relevant controlled studies or a careful systematic review with consistent outcomes and appropriate participants.

Limited signal

Small, short or uncontrolled studies that justify cautious interest but not a broad promise.

Marketing signal

Testimonials, engagement metrics, internal surveys or manufacturer interpretation without enough detail for independent evaluation.

A statistically significant result may still be small, short-lived or irrelevant to a different user. Robot companions are not presented as substitutes for diagnosis, treatment, emergency services, professional care or human relationships.

5. Automated and AI-assisted tools

Automated and artificial-intelligence tools may assist with organization, language refinement, formatting, code, comparison structure or preliminary research. They are not accepted as authoritative sources and must not invent product experience, quotations, credentials, studies, prices or conclusions.

The named editor remains responsible for reviewing published material, checking important claims against accessible sources and deciding whether the final wording is accurate, fair and appropriately cautious.

6. Updates, citations and conflicts

High-change facts should include a check date or source context. Links normally point as directly as possible to the page supporting the claim. If a source disappears, an archived or replacement source may be added when its identity and relevance can be established.

Substantive corrections follow the Corrections Policy. Advertising, affiliate links, free products and other material relationships must be disclosed and cannot buy a favorable conclusion.

Questions about a source?

Send the article URL, exact claim and relevant evidence through the Contact page. Source questions are reviewed by William Reeves.