AI Workflow Benchmarking

Prove What Your AI
Workflows Are Worth

Track AI spend. Tie it to outcomes. Optimize what matters.

Claude Code · Agent SDK · Anthropic API

How the system works

Measure first. Improve with intent.

01

Track AI spend

Most teams can see total model cost, but not which workflows, agents, tools, or payloads are actually driving it. Spend stays too aggregated to act on.

How

Break usage down by workflow, agent, model, tool call, payload size, retries, latency, and cost per successful completion.

Guide

How to Track AI Spend

Instrument AI systems by workflow so cost becomes visible, attributable, and actionable.

Open guide

02

Tie it to outcomes

Spend alone does not tell you whether the system is working. You need to connect each workflow to the quality, speed, cost, or reliability outcome it is supposed to improve.

How

Define success for the workflow first, then map spend and behavior against the business result it is meant to move.

Guide

How to Map AI Workflows to Business Outcomes

Connect technical activity to the workflow metrics and business results the system is supposed to improve.

Open guide

03

Optimize what matters

Once spend and outcomes are visible, you can improve the parts of the system that actually matter instead of tuning blindly.

How

Tighten prompts, reduce unnecessary context, improve tool routing, and use the right model for each task.

Guide

How to Improve AI Performance

Use the instruction layer to reduce waste, increase consistency, and improve workflow performance where it counts.

Open guide

What we benchmark

Four layers. One workflow.

Each layer affects cost, speed, and quality. We measure all four to show where value is and where it isn't.

30–70% token reduction

Prompts

How instructions are structured, how they route model behavior, and whether they're adding unnecessary token load.

Prompt Benchmark Guide

Up to 80% payload reduction

Context Payloads

What context is sent on each request, how much the model actually uses, and where payloads are oversized.

Context Payload Benchmark Guide

3–5x fewer tool calls

MCP Tools

How tools are routed, how often they retry, and whether agent chains are completing efficiently.

MCP Tool Benchmark Guide

Up to 10x cost reduction

Model Routing

Which model handles each task and whether you're paying a premium rate for work a smaller model could do.

Model Routing Benchmark Guide

John Sniezek

John Sniezek

Principal, Rockland Group

Built and shipped enterprise SaaS at Atlassian, where vague specs meant real production failures. That experience shapes how I benchmark AI workflows: tie spend to outcomes, find what is wasting effort, and make ROI measurable.

Benchmark an AI workflow.

We'll benchmark one AI workflow and identify the fastest path to proving ROI.

Fixed-scope benchmark. You keep everything.