SaaS with Alex

Data-driven reviews of AI and SaaS tools, pricing breakdowns, hidden costs and the tradeoffs vendors don't advertise.

Preview image for OpenTelemetry in AI Agents: Portable Traces, Unstable Schema

OpenTelemetry delivers portable agent traces but the GenAI schema remains unstable and managed platforms fail to close the quality gap. Only 15% of GenAI deployments were instrumented in early 2026, and 89% of teams running observability tools still cite quality as their top blocker. The vocabulary shifts every release, so portability is real for transport but fragile for attributes.

Preview image for AI Coding Templates: Hidden Stack Tax Behind Every $20 Plan

The real cost of AI coding templates is $200 to $500 per developer monthly in hidden token spend, far above the $20 seat price. Vendors use four incompatible billing mechanics: seat-plus-metered, prepaid credits, monthly-reset quotas, and contributor tiers, making plan comparison a category error. Audit your agent session count over a two-week sprint to match billing shape to workload before committing.