AI spend, verified

Is your AI spend actually worth it?

Cost tools measure dollars. Eval tools measure quality. Scout's Honor is the only one that tells you whether the two are worth it — quality ÷ cost, scored by an independent judge.

QUALITY÷ COST= THE VERDICT
Verdictscoutshonor.ai
SCOUT'S HONOR · VERIFIED VALUE · BEST VALUE
94% of the quality.
9% of the cost.
The premium model won on quality. It wasn't worth it.
budget model
balanced
frontier
The gap

Four camps. One empty seat.

The market can tell you what you spend, or whether a model is good, or which model to call this instant. Nobody tells you whether the whole thing is paying off. That seat is empty — it's the only one that needs both halves.

Cost / FinOps

Measures dollars

Attributes spend by team and model. Blind to quality.

CloudZero · Vantage
Eval

Measures quality

Ranks how good an agent is. Blind to cost.

Arena · Braintrust
Routing

Optimizes one call

Picks a model in real time. Commoditizing into the clouds.

Martian · Portkey
Value verdict

Is it worth it?

Quality against cost, across the portfolio. The honest call.

Scout's Honor
Live demo

Give it a task. Watch them compete.

Give it a real task. One model runs it live, an independent judge verifies the quality, and Scout's Honor ranks every contender by value — not just quality — then tells you the honest pick.

live.scoutshonor.ai
What matters most?
Contenders
Live scoring runs in-browser · no signup
Contender completing the task…
Independent judge verifying quality…
Scoring value across the field…
How it works

Pay for verified value, not vibes.

1

Give it the task

Drop in a real task and say what matters — accuracy, or cost, or the balance. That's the whole setup.

2

Agents compete

Contenders run the task head-to-head. An independent judge verifies quality against your criteria — no self-graded scores.

3

Get the verdict

A leaderboard ranked by value, with the honest call: where you're overpaying, and the model that's actually worth it.

The honest verdict on your AI spend.

Find out where every dollar of your AI budget is — and isn't — worth it.