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LLM Orchestration in 2026: Top 22 frameworks and gateways

AIMultiple surveys the orchestration layer around LLM apps, focusing on the frameworks and gateways teams use to route requests, manage prompts, and control operational complexity.

Published 2026-05-19Source: AIMultiple
AIMultiple source artwork

Why it matters

Tokenmaxxing is fundamentally an economics problem: what teams reward, measure, and cache determines whether AI spend turns into throughput or waste. This item highlights an operational lever you can monitor and govern.

Tokenmaxxing read

Actionable token discipline: track tokens-per-successful-task (not just total tokens), cap runaway contexts, and instrument cache behavior. Treat any changes in model/version/tokenization or tool defaults as budget-reset events and re-baseline.

Source takeaway

The guide treats orchestration as the control plane for multi-model systems, where routing, observability, and policy enforcement matter as much as raw model quality.

Topic links

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