How we research,
verify and update our reports.

01 · Research standards

A framework behind every study

Every study runs through our QCQ framework: Qualitative, Competitive and Quantitative analysis. It combines primary interviews, secondary data and independent expert validation, so a figure in a report can be traced back to where it came from.

02 · Sources and validation

Where the data comes from

• Primary research. Interviews with executives and industry leaders.
• Secondary research. Data cross-checked against company filings and trade records.
• Expert review. Every model is reviewed by an independent domain expert before publication.

03 · How we use AI

AI speeds us up. Analysts sign off.

We use AI tools for data aggregation, pattern-spotting and first drafts. AI never writes a finding on its own: a human analyst signs off every figure before a report is published.

04 · Updates

Reviewed at least once a year

We review each report at least once a year. Every report page shows the date it was first published and, once it has been reviewed, the date of its last update.

05 · Corrections

Found something wrong? Tell us.

If you spot an error in a report or on this website, email info@trifactadata.com. We respond within 2 business days.

06 · Analyst support

Help after you buy

Customers who have purchased a report can reach our analysts with questions about it 24×7×365. Have a question before buying? Contact us.

07 · Publisher

Who publishes this

Reports and this website are published by Trifacta Data LLP. See About us and Our team for more about the people behind the research.