Methodology
Methodology & editorial standards
How we research a category, evaluate the tools in it, source the figures we cite, and handle vendor claims and commercial relationships.
How reports are researched
Each report starts from a buyer's question — "what is the best tool for X?" We assemble the set of products that a reader can actually adopt today, work through each one's documentation, pricing and hands-on behaviour where access allows, and read the available independent coverage. Products that shaped a market but can no longer be licensed or used are separated into a context section rather than ranked, so the ranking only contains real options.
How products are evaluated
We assess each product against a consistent set of criteria, which typically include:
- Core technology and the approach it takes to the problem.
- Coverage and scope — what use cases and segments it actually serves.
- Delivery and onboarding — APIs, SDKs, integrations and setup effort.
- Evidence quality — how well its claims are supported.
- Pricing transparency and the buyer it fits best.
We rank "best for whom" rather than forcing a single overall winner, because the right choice depends on the reader's needs. A product can top the list for one buyer and be the wrong fit for another.
Statistics and sourcing policy
Market figures we present as facts are sourced inline and attributed to the firm or publication that produced them, with a link in the report's Sources section where one exists. We distinguish clearly between independently published research and figures supplied by a vendor: vendor-reported metrics — conversion lift, returns reduction, AOV gains and similar — are labelled as vendor-reported, because they are typically not independently audited.
Where reliable data is unavailable, we say so rather than estimate. We do not invent statistics, ratings, review counts or any other numbers to fill a gap.
Commercial-relationships disclosure
Innvesti may have commercial relationships with some of the companies mentioned in our reports. Those relationships do not influence rankings, verdicts, inclusion or exclusion. Our analysis is editorially independent, and we disclose this on every report.
Updates and corrections
Reports carry a visible publish date and an updated date, and we refresh them as markets and products change. If you believe a figure or claim is wrong or out of date, we will review and correct it.