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Platform Development

5 articles

A two column vendor evaluation scorecard where the left column of procurement questions is checked off and the right column of production questions is bracketed in orange with every row marked not answered.

What to ask before buying an AI platform

AI platform evaluations focus on benchmarks and feature checklists. The questions that predict whether a platform will work in production are different.

AI AdoptionAI StrategyEnterprise AIPlatform DevelopmentProduction AI
Branching diagram where a pilot success node forks into an endless dashed loop labeled expand scope and a straight track through five gates ending at a shipped release marker.

What separates AI teams that ship from teams that stay in pilot

Most AI pilots succeed. Most AI products don't. The gap isn't technical skill, it's the organizational decisions teams avoid making before the pilot ends.

AI AdoptionProduction AIAI StrategyPlatform DevelopmentDeployment
A single aggregate spend figure fanning out into a six row per tenant cost ledger where one tenant consumes 44 percent of spend at negative margin and an untagged unknown bucket is flagged in orange.

Per-tenant AI cost attribution: why aggregate dashboards are not enough

Aggregate AI spend hides who is driving cost. Per-tenant attribution shows who to charge, who is profitable, and where margins leak.

Cost OptimizationProduction AIPlatform DevelopmentAI Architecture
Two versions of the same platform, one resting level on five intact support struts labeled inputs, cost, latency, variance and fallback, the other tilting over five struts snapped in the middle.

Why your AI proof of concept works but your product doesn't

AI proofs of concept work under curated conditions: controlled inputs, invisible costs, no latency limits. Production removes every one of them.

Production AIAI EngineeringPlatform DevelopmentDeploymentAI Architecture
Six tenant lanes feeding a shared AI inference layer, with each lane labeled by an isolation property (data plane, cost attribution, quality SLO, rate limit, configuration, audit)

Multi-tenant AI: what you can't fake when you have 50 customers

Single-tenant AI hides bad architecture. Multi-tenant AI exposes it. Six things that compound across a tenant set and cannot be deferred.

Platform DevelopmentProduction AI