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The loop

How it works

One managed service. See the answer, understand it, mark it up, change what can influence the next answer, ask again, and read the measured change.

  1. Observe
  2. Understand
  3. Diagnose
  4. Act
  5. Measure
  6. Execution

Observe

See what AI says.

The answer is the exhibit. This one is illustrative.

ChatGPT · answer about your company · asked today

“Who should we hire for this application?”

A buyer comparing suppliers

[Competitor A]1 is the name most often put first. not named2 [Company] is not on that shortlist. The description that does appear calls [Company] a smaller regional supplier3. 4 Nothing in the answer supplies the proof a buyer would need.

4 findings · tap a number
1

Prominence

Competitor first

[Competitor A] is the name the answer puts first.

2

Presence

Not shortlisted

[Company] is missing from the shortlist the buyer would use.

3

Portrayal

Incomplete

The only description offered is a size and a region.

4

Persuasion

Missing evidence

The answer gives the buyer no proof that would move them toward [Company].

Illustrative

  1. ChatGPT

    GPT · Misdescribed

  2. Claude

    CLD · Not measured

  3. Gemini

    GEM · Not measured

  4. Perplexity

    PPX · Not measured

  5. Grok

    GRK · Not measured

Illustrative. The answer shown is ChatGPT. The other four systems are not measured on this sheet.

Understand

What may have shaped the answer.

Cited
Cited by the provider that returned the answer.
Likely influence
A defensible inference, always with a reason. Not a cause.
Associated evidence
Relevant. Influence is not shown.
Missing evidence
No supporting evidence found. The caret marks where proof needs to be added.

Diagnose

Mark what is missing, wrong, or weak.

  • Presence

    Bracket. Be found.

  • Prominence

    Ring. Stand out.

  • Portrayal

    Underline. Be understood.

  • Persuasion

    Caret. Drive action.

  1. What The Five agree on

    No consensus is stated. Four systems are not measured on this sheet.

  2. Where they disagree

    Not stated. A disagreement is written only when the answers differ.

  3. The recurring portrayal

    In the answer shown: “a smaller regional supplier.”

  4. The opening

    The answer shows no proof a buyer could use to choose [Company]. That is a hypothesis, not a Current Play.

The next thing to mark up — What proof would put [Company] on the shortlist?

Act

Change what can influence the next answer.

The opening is a hypothesis. Only an adopted recommendation enters the Current Play.

Correct the description a buyer would take as the whole account. Basis: the phrase in the answer shown.

Action

Measure

Ask again.

Measured change. The same question is asked again.

Execution

How authorized work is carried out.

A — Approval Required
Eminent prepares the work; the customer approves every external execution.
B — Permission-Based Autonomy
The customer grants standing permissions by channel and action. Eminent executes inside them and asks for anything outside them.
C — Autonomous
Eminent executes authorized Current Plays without routine approval.

Eminent executes the changes you authorize. Needs you stops every setting, including C, for genuine ambiguity, a legal or compliance issue, missing access, material uncertainty, a high-risk or irreversible action, or anything beyond granted authority.

These are settings, not prices. Execution governance (A/B/C) is a setting, not a price dimension.