How We Review
We often research tools because we need them ourselves.
SaleMigo’s review process starts differently from a traditional publishing workflow.
Many of the tools we cover first come to our attention because we are evaluating them for real ecommerce, Amazon selling, sourcing or cross-border business activities.
We may be trying to validate a product opportunity, improve keyword research, compare competitor data, identify suppliers, investigate buyers or evaluate a trade-data platform.
The initial question is therefore often not:
“What should we write about?”
It is:
“Can this tool help us make a better decision?”
We then turn that practical investigation into structured research that can also help SaleMigo readers.
01
Research
02
Test
03
Verify
04
Compare
Our Review Process
We start with a real decision or use case
Before comparing features, we define the problem the tool is expected to solve. For an Amazon seller tool, that might involve product research, keyword analysis, competition or market validation. For a sourcing or trade platform, the important questions may involve supplier discovery, buyer identification, shipment data, company information or market coverage. Starting with the decision rather than the feature list helps us focus on what actually matters.
We establish what the product claims to do
We review current primary sources such as official product pages, documentation, help centres, pricing information and relevant terms. This establishes the provider’s stated features and positioning. But vendor marketing is treated as a source – not automatically as independent evidence. When an important claim affects our analysis, we try to verify it through direct use, supporting data or another reliable source where practical.
We use the tool ourselves when practical
When access is available, we prefer working inside the actual product. Our testing can include searches, filters, keyword research, competitor analysis, market research, product discovery, supplier research, dashboards, reports and data exports. Where useful, we retain evidence such as screenshots, CSV exports and notes from the testing process. This allows us to compare what a product promises with what we actually observe.
Evidence Levels
Hands-on Tested
We directly used the relevant product features or workflows and collected observations from that use.
Partially Tested
We had direct access and tested meaningful parts of the product, but some areas were unavailable, outside our plan or outside the scope of the research.
Research-Based
The analysis relies mainly on current official sources and comparative research because meaningful direct testing was not available or appropriate.
These labels are not ratings of the product itself. They describe the depth of our evidence.
We document what we find
While testing or researching a tool, we try to preserve evidence that may later help support the article.
Depending on the research, that can include screenshots, exported files, search results, pricing observations, feature behaviour and workflow notes. Not every piece of evidence needs to appear publicly in the final article. But important conclusions should be traceable to something more substantial than marketing language or memory.
We separate observation, fact and interpretation
A direct observation from a live tool is not the same as a claim from the provider. And neither is the same as our interpretation of what that information means for a particular user. SaleMigo therefore tries to distinguish between direct hands-on findings, externally verified facts, editorial analysis and areas where evidence remains limited. If we cannot verify something confidently, we prefer to say so.
We compare tools around real use cases
Feature counts alone rarely answer the most important question. A tool can have more features and still be less suitable for a particular user. Our comparisons may therefore consider data usefulness, workflow, usability, feature depth, market coverage, pricing, limitations, learning curve and how well the product addresses the specific decision being researched. We do not assume that one platform must be universally better than another.
We check commercial details close to publication
Software pricing, subscription limits, trials and included features change. When those details materially affect the article, we verify them again as close to publication or major revision as practical. Readers should still confirm time-sensitive commercial terms with the provider before purchasing.
Recommendations follow the evidence
We do not want to choose the conclusion first and then select evidence that supports it. Our recommendation should emerge from the research. If a product was only partially tested, the conclusion should reflect that limitation.
Ratings, Rankings and “Best” Labels
A star rating, numerical score or label such as “Best Overall” makes a strong claim. SaleMigo should therefore use those devices carefully. A rating should come from a defined methodology rather than being selected because it looks appropriate in a design. Similarly, a product should not receive a “Best” label merely because it is popular or commercially attractive.
Where a formal scoring system has not yet been applied, we may prefer more specific conclusions such as “better suited to beginners,” “stronger for keyword research,” “more practical for this workflow,” or “better aligned with this particular sourcing use case.”
Affiliate Relationships
SaleMigo may earn commissions from some links. That commercial relationship should not buy a better review, a higher score or protection from criticism. Editorial conclusions should be based on the evidence and use case – not commission potential. Where an affiliate relationship exists, we disclose it clearly. See our Affiliate Disclosure.
How We Use AI
SaleMigo may use AI-assisted tools during parts of the research and editorial workflow. AI may help organize source material, analyze supplied datasets, identify comparison questions, structure information, assist with drafting or support editorial QA.
AI-generated output is not treated as independent evidence. Important product facts, pricing, claims and conclusions should be checked against the underlying research or reliable sources before publication.
The final responsibility for what SaleMigo publishes remains with human editorial review.
Updates and Corrections
Tools change, and our content needs to reflect meaningful changes. We may revisit important reviews when pricing, functionality, data coverage or the user experience changes materially. An Updated date should represent a substantive review or change – not simply a cosmetic date refresh. If we identify a factual error, we aim to correct it promptly and reconsider any conclusion materially affected by that correction.
What Our Methodology Cannot Do
Our own experience is valuable evidence, but it is still one operating context. A tool may behave differently across countries, marketplaces, subscription tiers or business models.
That is why SaleMigo’s goal is not to replace the reader’s judgment. It is to improve the information available before that judgment is made.
The Four Questions We Ask Before Publishing
01
What were we trying to find out?
02
What did we actually test or verify?
03
What evidence supports the conclusion?
04
What limitations should the reader know about?
Our Standard
Real business use. Structured research. Clearer decisions.
That is the principle behind SaleMigo. We use tools to solve real business problems, document what we learn, verify important facts and then turn those findings into practical guidance for readers facing similar decisions.