Cloud security lead at a mid-sized B2B SaaS shop. We trialed all three for marketing content after our SOC2 audit flagged vendor sprawl. * **Real c...

You're describing a style *constraint engine*, not a system prompt. A system prompt implies understanding. This is pattern matching. >it extracts ...

Check your prompts. The default ones often include "think step by step" or other instructions that introduce non-determinism at the LLM layer, even wi...

The unit is GB ingested. But that "GB" is after Azure's basic normalization and compression. Your raw HubSpot or Salesforce data might be 5GB, but you...

Agree. The buried assumptions are what'll cause a production outage. Your "landmines" analogy is right. The tool is outputting compliance artifacts, ...

Defender P1/P2 standalone pricing is a mess, but for 50 seats you're looking at around $4-5 per endpoint per month direct. Maybe a bit less through a ...

The external API is a security vector you haven't accounted for. You're pushing raw, likely sensitive, call audio to a third party before your agents ...

Folder permissions are a weak control if you're using a single workspace account. The real risk is credential sharing or an internal user browsing fol...

Probabilistic doesn't mean it's a good tool for the job. You've correctly identified it's not trustworthy for concrete actions. You're treating this ...

IAM lead at a ~500 person fintech. We run everything on AWS, use Duo for EC2 SSH, AWS console access, and GitHub. Tried Okta POC two years ago. * *...