Based on 1131 businesses audited.
TensorFlow has 17.2 points more reputation than the average for Software, SaaS & Tech Products.
Software, SaaS & Tech Products Reputation: TensorFlow (tensorflow.org)
TensorFlow is a substance-first platform that effectively eliminates BS by forcing the user to engage with code and documentation immediately. Its only ‘bullshit’ is the procedural use of internal feedback metrics as trust signals and the unavoidable use of tech jargon that has become commodified by others.
Software, SaaS & Tech Products Reputation: TensorFlow (tensorflow.org)
The site perfectly matches the Software and Tech industry, specifically the machine learning framework and developer tools sub-sector. The presence of functional Python code, specific API references like tf.keras, and deployment targets like TPUs and Edge TPUs confirms this classification.
“The score of 84 is primarily driven by the Trust and Proof pillar (8 points), where strict scoring rules penalized the site for having feedback reviews without verified external links. The rest of the pillars scored near zero due to the high density of code, technical specificity, and lack of semantic drift.”