AI Visibility · controlled beta

Know which buyer answers you can actually influence.

Approve the questions. Observe the answers. Act only when the cited evidence survives verification.

Instrument: Recorded API runs
Proof: Claim-level evidence
Guardrail: 28-call ceiling

Create a controlled workspace

Define the entity before measuring it.

Draft scope

24 runs

8 core prompts × 1 surface × 3 repeats

Brand URL

Brand name

Category or product

Primary customer

Buyer jobs to test

One high-value use case per line. These become the first prompt cohort.

Measurement surface

This closed beta measures one clearly labelled controlled surface; unconfigured products are not presented as data.

Markets

Run policy

Repeated fresh API runs show stability. Scheduling is intentionally configured after the first benchmark.

Samples

Required for this controlled run

Confirmed competitors (optional)

Comparisons use only entities you confirm; no algorithmic rival is silently added.

You review the entity and prompt cohort before AnswerLint makes a durable provider call. The baseline uses 24 runs and can grow only to 28 approved runs.