2026 campaign-assessment score
How Kalodata scored
43 / 100
Kalodata helps TikTok Shop sellers research creators and products from estimated sales, and its own FAQ warns against using the data for performance evaluation.
| Criterion and evidence | Points |
|---|---|
Campaign explanationCreator and competitor reports from Kalopilot tie creators and products to estimated sales, and the knowledge base separates organic from paid videos. Its documentation does not interpret what a campaign's posts said or showed. | 12 / 30 |
Reaction analysisThe knowledge base documents AI-summarized buyer reviews and creator follower demographics by gender, age, location and language. Comments on creator videos are not covered in the creator workflow. | 8 / 20 |
Finished assessmentKalopilot produces named reports with next steps from plain-language prompts, shown in vendor examples, and creator and product lists can be exported. The examples are selling and sourcing reports rather than assessments of a finished campaign. | 12 / 20 |
Creator baselineCreator analysis covers estimated revenue, sales trends and ad indicators over selectable periods, and Kalopilot checks sales stability. Kalodata's FAQ warns against using the data for performance evaluations. | 5 / 10 |
China and international coverageTikTok is the social network analyzed, with Amazon and Shopee added only for marketplace comparisons. China's networks are outside the documented scope. | 2 / 10 |
Source trailIndividual creators, videos and products can be identified with linked metrics. Revenue figures are modeled estimates, and generated reports are not shown linking back to source posts. | 4 / 10 |
Evidence differs by product. No product was tested head to head. Scoring methodology · Publisher disclaimer
Kalodata is built around sales history rather than follower counts. It tracks products, shops, creators, videos and livestreams, and says it holds more than 250 million creator records and 1,000 days of history. Kalodata
Its creator view shows estimated revenue, video and LIVE sales, the shops a creator promotes, ad indicators such as ad revenue ratio and ROAS, and follower gender, age, location and language. Creator analysis guide, October 2026 The knowledge base adds AI-summarized audience demographics and AI-summarized reviews from TikTok Shop buyers, paid for in credits. Knowledge base
Kalopilot, its assistant, answers plain-language questions over that data. A post published in July 2026 and updated in October shows one prompt returning a “US Beauty Creators Skincare Partnership Report” covering recent products, sales stability and related-category experience. Another prompt compares three silk bonnets over 30 days and explains which sells best. Comparisons can reach Amazon in the US and Shopee in Indonesia, Thailand and Vietnam. Kalopilot post
Sellers get a shortlist and a written next step quickly. Judging a finished campaign is harder, and Kalodata says so itself. Its FAQ explains that the data is collected from public channels and refined with models, and warns against using it “in situations requiring high precision, such as partner commission settlements or performance evaluations.” Kalodata FAQ Its documentation of the creator workflow does not cover comments on videos, and the social network it analyzes is TikTok.
Kalodata serves sellers and creators deciding what to sell on TikTok Shop and who can sell it. unrandom focuses on the written assessment after a creator campaign, across China and international platforms. unrandom product