XploreDatum product build story
Building a Multi-Model Gateway for AI Agent Workloads
AgentWhip brings model access, a CLI, an operator dashboard, usage metering, and subscription billing into one developer product.
Visit agentwhip.comThe product question
Agent applications often run longer workflows, move between providers, retry after failures, and consume enough model usage that operating cost becomes a product concern.
AgentWhip explores how to give builders one operational surface for those workloads without hiding provider choice or usage.
The system around the model call
Gateway
A consistent entry point for supported model providers and agent-style workloads.
CLI
A direct developer workflow for running and inspecting work without relying on the dashboard.
Dashboard
A visible operating surface for workload activity, accounts, and usage.
Metering and billing
Usage accounting connected to subscription billing rather than an opaque flat promise.
What this demonstrates
AI integration is only one part of an AI product. Interfaces, accounts, usage visibility, billing, permissions, and operations determine whether the system is usable.
Explore AI agent development