Are you guys also hitting a cost wall with agents? Any harnesses that actually support Batch API?

Reddit r/AI_Agents Tools

Summary

A developer discusses the high cost of agentic workflows due to treating all inference as realtime, and asks the community for frameworks or patterns that support batch API natively to reduce costs.

I’ve been tracking my agentic workflow costs, and I'm realizing a massive chunk of the budget is being leaked because my bg agents are treating everything as "realtime" inference. Has anyone found an agent harness or orchestration pattern that handles this better? Are there any frameworks that treat "Batch API" as a first-class citizen in the agent loop? Or are most of you building custom queuing/buffer layers to group requests before hitting the models? I’m currently debating whether to build a custom batch-native orchestration layer, but I’d rather not reinvent the wheel if there’s a pattern or library I’m overlooking. Would love to hear how you’re keeping agent costs down in production, especially for tasks that don’t require an immediate human-in-the-loop response.
Original Article

Similar Articles

How are you actually saving cost on your agent systems?

Reddit r/AI_Agents

The article discusses the challenges of cost optimization and FinOps for AI agent systems, highlighting issues with unpredictable token bills, lack of granular attribution tools, and strategies like caching and hard caps.

AI agents are changing how people think about compute costs

Reddit r/AI_Agents

The article discusses how AI agent workflows are shifting optimization focus from pure inference costs to broader challenges like latency, orchestration overhead, and reliability. It highlights a trend toward hybrid architectures and dynamic model routing to address these multi-step workflow complexities.

How do people build batch agents now?

Reddit r/AI_Agents

作者通过与几位构建 AI agent 的开发者交流,总结出批量 agent 任务的共同模式(延迟容忍、无交互、大批量),并指出现有实时与批量推理 API 均无法很好满足这类工作负载,尤其是 KV cache 命中率问题导致批量 API 实际上难以节省成本。

API costs of your agents

Reddit r/AI_Agents

A discussion post asking how AI agent builders price API costs to clients, covering pass-through, flat fees, usage-based billing, and tools for monitoring spend.