Machine Learning Solution
We use proprietary AI-based modeling, automatically coding the open-ended questions, identifying gibberish/incorrect responses, enhancing data quality and disqualifying respondents and bots in real-time.
Digital Fingerprint
Our proprietary technology minimizes the risk of duplicating responses. Algorithm verifies IP address, browser cookies along with 30+ device and behavioral data points - translating it into a unique panelists' ID.
Advanced Filtering
Known low-quality and spam responses get automatically filtered from your dataset. We also disqualify panelists from further studies based on their automated data assessment quality.
Real Time Scoring
With our multi-check scoring system, we consistently track respondent activity & the quality of their engagement. The more thoughtful the response, the higher the score.
Attention Checks
We ask specific questions to ensure that our respondents are engaged and paying attention to their given task.
Indirect Variables Measure
We check multiple indirect data quality variables measures, such as speed or straight-lining, to provide the highest data input.
Consistency Control
Advanced algorithmics tests help us verify if the respondents are providing real answers, all in real-time.
Human Supervision
Our quality control team regularly combs through responses to flag low-quality answers & spam - ensuring that the insights you gain are never compromised.
Information Security Management System (ISMS)
Tight outlines of security objectives, policies, procedures, roles, and controls, as well as the responsibilities of all our employees to help protect our data.
Recovery, continuity, and response plans
TGM maintains thorough and tested plans to mitigate the impact in case things go wrong; because your security and safety are our prime concerns.
World-class tech partnerships
TGM engages large-scale and trusted tech partners such as: IBM, Amazon, and Cloudflare as the reliable and scalable backbone for our infrastructure.