Overall, "numbers, not adjectives" are necessary 
On the other hand, you can observe the fact that an apple falls from a tree towards the planet, and an airplane takes off and flies, without knowing the value for g, or how the wing aerodynamics are calculated. I have made a similar observation about LIDARs. They exist in full-autonomous car prototypes I have personally seen demonstrated, using the exact same LIDARs sold for industrial environments approved working close to humans, and I have personally seen these LIDARs map obstacles in automotive environment. Thus, I don't need to know what the exact power is, and how eye safety is exactly proven; this would require deep dive into the relevant legislation and look at the LIDAR manufacturer's (e.g. SICK).
In the end, devil is in details and I don't exactly know how well modern state-of-the-art LIDARs perform in presence of thick rain/snow, but my educated guess is, they do work, unlike cameras. One distinctive feature of a modern LIDAR is, for given direction, it can represent multiple echoes (distances).