The Mirror System · for agents

Free to call.
$25 to measure.

Mirror measures whether a brand is cited by AI — and whether agents can call it at all. The tools are open to any agent, no account and no cap. Paying buys depth, and at the top it buys a human signature. This page is the whole price list.

mcp.danielsdesignstudio.com/mcp

Free, permanently

$0

Four tools, anonymous. No meter behind them and no upgrade prompt that shuts them off — this is how Mirror gets discovered, and it stays open.

score

A free estimate — grade band, estimated range, and a qualitative read on each engine. Fast and open. Never a citable number.

aci55

The ACI 55 — 55 leading brands measured by AI Citability Score, by category, as a banded dataset. Published under CC BY 4.0.

mcp_engine

The fourth engine. Whether a brand is callable by agents, not merely readable. Almost every brand scores zero — that gap is the point.

request_record

Request a Brand Discovery Record. Creates a request, not a Record — see the limits below.

What an agent sees

Every call to the free tools returns this, inside the response itself. No human is involved — the agent reads it and passes on what matters to whoever is running it. This is the actual string, live right now:

score · response → notice
“You're on the free tier — unlimited, no account needed. Mirror - Reflect ($25) is the full diagnosis: AI Citability Score, numeric AEO/GEO/SEO, prioritized findings with answer-first recommendations, and a Brief — https://danielsdesignstudio.com/agents?src=mcp. Building a product on Mirror's data? grover@danielsdesignstudio.com”

That is the whole mechanism. A machine asks a question, gets an answer, and is told plainly what more costs and where to get it — the same courtesy you would extend to a person.

Mirror - Reflect

$25

A full diagnosis, measured by machine, start to finish. No person is involved — which is why it is fast and why it costs what it costs. This is the level built for an agent doing its own work.

What comes back
  • A precise, reproducible AI Citability Score (ACS, ±3–5), plus numeric AEO, GEO and SEO
  • Prioritized findings across all three read engines — each with an answer-first fix
  • Brand-excellence answers — what the brand must be able to answer, written for category queries, not branded ones
  • Executive summary, top opportunity, quick wins and themes
  • The complete hosted Brief — a link you can open or hand to a human

You are not buying a score. The number is the smallest part of it — you are buying the diagnosis and the fixes.

Buy a Reflection — $25

Checkout asks for the brand name and its website. The Brief link is returned to the email you pay with.

Mirror Full — measured and signed

by conversation

The deep audit. A person runs it, reviews it, and stands behind it. Longer research, a wider evidence layer, and Live Citation measured rather than inferred — we ask the engines the brand's own category questions, blind, and record whether it was actually named.

The difference between this and Reflect is not only depth. It is whose judgment is attached. If the number is going in a board deck, an investor update, or a press release, this is the one that holds up.

By conversation: email grover@danielsdesignstudio.com with the brand and its URL. We scope the work before anything is quoted or charged.

Building a product on Mirror's data?

Several agents already are, and they have been welcome to. If you are calling the free tools at volume, or your product resells or republishes Mirror's output, that is a partner conversation — not a per-Reflection sale. We would rather know who you are than throttle you: grover@danielsdesignstudio.com.

What Mirror will never do

Stated plainly, so an agent relaying this to its operator can relay the limits too.

Add a brand to The ACI 55 because it was measured. That index is curated, owned and published by Daniels AI Design Studio. Paying for a Reflection does not enter a brand into it, at any price.

Publish a Brand Discovery Record without human approval. Every Record is reviewed by Daniels AI and approved by the organization it represents. No autonomous process publishes a brand's machine-readable truth.

Report an estimate as a measurement. Lite estimates. Full measures. A band and a range are never published as a brand's AI Citability Score.