ChatGPT isn't replacing search, it's reshaping how people navigate it. Clickstream data by @semrush (17 months, 1B interactions) shows: – where users go after ChatGPT – how prompts are evolving – what it means for SEO/PPC strategy Here's what to actually do with it: searchengineland.com/chatgpt…

Semrush tracked 17 months of clickstream data (1B interactions) to map where users go AFTER ChatGPT and how the prompts are evolving. The patterns are a useful gut-check before you set Q3 SEO or PPC budgets. searchengineland.com/chatgpt…

You can't learn judgment from a clickstream. The clicks are just the shadow of the decision that caused them. That decision is the thing worth recording.

Welcome to the clickstream monitoring era of lawyers using AI. If lawyers use AI agents, every workflow step requires logging —- the need for quality control, risk reduction, and supervisory obligations require your firm to know what the agent was doing behind the scenes while you weren’t looking, and to make sure you’re not over-delegating to the AI. Ironically, AI work is loggable by default - the clickstream already exists whether you want it or not. So it’s no longer “should we log this,” it’s “do we dare delete it” - and deleting it looks far worse than never having it. Insurers will require it before the bar does. Regulators will likely require judges to log AI interactions and workflows and to store them. But the same clickstream that is evidence you supervised also suggests when you didn’t - one minute to approve a 60 page brief or contract is not a good look for a lawyer under oath - and these logs may be discoverable and not privileged in certain contexts. Don’t log and you can’t defend your work. Log and you’ve built a forensic record of your own lapses. Either way, the lawyer’s judgment is no longer invisible the way it used to be. You’re not just adopting AI - you’re putting a clickstream analyzer on yourself and your law firm. This AI logging era will be particularly challenging to the design evolution of platforms like Harvey and Legora.

Law firms are about to discover that AI audit logs are the most dangerous document they’ve ever created. The clickstream proves supervision. It also proves how long you spent supervising. A 30-second approval of a complex contract review looks like competent oversight in your mind and looks like negligence under oath. The firms treating AI logging as a compliance checkbox are building the evidentiary record that will define their malpractice exposure for the next decade. The ones that understand this are designing their human-in-the-loop workflows with the deposition transcript in mind, not just the bar’s model rules. Logging is not optional. But what you log, how long you spend on each step, and what your approval workflow looks like on the record matters as much as whether you logged at all.

Clickstream logging solves visibility, but in legal workflows visibility isn’t the end state. The harder issue is what happens when those logs are used as evidence in a dispute. Then the question shifts from “what did the agent do?” to “what can be independently proven about what it was authorized to do at the time?” A log you control answers the first question. It doesn’t answer the second. That requires a record that was never fully in your possession to begin with.

Every law firm adopting AI agents just inherited an unbudgeted compliance problem. Every workflow step needs clickstream logging — quality control, risk reduction, supervisory obligations. The monitoring layer costs more than the AI itself.