During these days, the using of the AI become ubiquitous. The AI have been used for collecting data as well. Hence, the statistical analysis of these data has become significantly interesting, especially in the absence of the gold standard. Therefore, I have been working on data that was extracted from AI tool in order to estimate its accuracy. In addition, as this data focused on studying the non-native insect pest in India, the next step was the prevalence estimation under the imperfect accuracy. As a result, if any university or research team interests in this work, contact me via direct message to organise online seminar.