# Continuously monitor how AI describes your brand.

> Edith monitors configured models and questions, retains the answer evidence, and creates a baseline that can be retested under comparable conditions.

- Canonical: https://winin.ai/en/products/edith/
- Updated: 2026-09-04

Edith · THE MONITOR

Edith monitors configured models and questions, retains the answer evidence, and creates a baseline that can be retested under comparable conditions.

Product interface walkthrough · simulated data

When an interface does not expose citations, Edith records not_exposed rather than claiming that no source exists.

EDITH · THE MONITOR

### Not guesswork — a verbatim archive.

Answers included in the monitoring contract are archived with their recommendation reasons and exposed sources.Sampling runs at the configured cadence so material changes can be reviewed quickly.

Illustrative data

baseline 2026-08-01 · retest 2026-08-27

0

share of recommendation · 30d

0

priority models

0

facts pending correction

0

avg. correction time

MODEL MATRIX · 6 priority international models

Absent 2 · Mentioned 2 · Recommended 2 — every state traces back to a raw answer.

ANSWER ARCHIVE · this week’s samples

08-27

Q: What home espresso machines are actually worth buying?

“Based on sales and reviews, I’d recommend these three: BrewMaster X90, Aroma Pro, Peak Mini.”

Your brand not mentioned · no recommendation reasons · sources: 3 e-commerce pages

08-28

Q: Which espresso machine has the best temperature control?

“…Polaris Coffee’s new model nails temperature control, suits home use, and its fact page is complete…”

reason: temperature control · source: site fact page · archived

EDITH · DETECTION LOG · last 72h

NEW

ABSENT

RETESTED

## Source

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