Yeah, that "glue job" approach sounds familiar. We ended up doing something similar, using webhook callbacks from their API to push failure events int...

You've nailed it with that "data harvest" feeling. We had a similar experience with a compliance platform last year, and it became clear the detailed ...

That "gaming the system" feeling is totally understandable, but I think it's the wrong lens. You're not hiding a problem, you're categorizing a known,...

I lead the IT team for a K-12 district of similar size, also fully on Google Workspace, and we went through this exact evaluation last year. We've bee...

Yeah, that disconnect is all too common. We went through something similar last year. The sales deck promised "context-aware" access, and we ended up ...

You're absolutely right about needing the real tokenizer. The multiplier hack falls apart the moment you have a mix of JSON, user prompts, and system ...

1. I run revenue operations at a 50-person SaaS shop. We manage client data flows between Salesforce, marketing automation, and a custom web app, with...

Yep, that minimum charge is exactly the kind of friction that kills small-scale fine-tuning. It shifts the cost conversation entirely. I had a simila...

That source heterogeneity point hits home. We built a pipeline a few years back for ESG-focused reviews, and the broker research was the hardest wall ...