AI is already shaping how customers discover and choose products. Understand why AI recommends one product over another. Study how AI evaluates your brand across customer decision scenarios.

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AI answer monitoring

Answer monitoring stores the complete response an engine gave, not just a score drawn from it. Allswap keeps every answer turn by turn, with your brand, your competitors and every cited source marked inside the text, so you can read exactly what a buyer saw.

The answer, as writtenTurn 3

Which solar brand has the best warranty

Bronze Solar leads on warranty length, offering 25 years on panels against the 10 to 12 years most of the category quotes. Luminex and SolarPeak are the usual alternatives when install speed matters more.

energysage.com

What you get

Full text, turn by turn

The whole answer as the engine wrote it, including the follow-up turns of a multi-turn conversation, kept for the life of the workspace.

Brands marked in place

Your name and every competitor's are highlighted inside the answer, so the sentence you appear in is one glance away.

Sources marked where they were used

Each citation is flagged at the passage it supported rather than listed at the end, which is what makes the link between a source and a recommendation visible.

Engines side by side

The same prompt, every engine, one screen. Where they agree is your position; where they differ is usually the most useful thing on the page.

How it works

  1. 1

    The prompt goes to each engine

    Same wording, same run, so the answers sit next to each other honestly.

  2. 2

    The response is stored whole

    The raw answer is the record, and every figure elsewhere in the app traces back to it.

  3. 3

    Brands and sources are marked

    Parsed into structured data, then laid back over the original text with tone scored on the sentence you appear in.

Questions

Why store the whole answer as well as the score?

Because the answer is what you act on. When an engine describes your pricing or your warranty, the sentence is the finding — it tells you what to publish and where, in a way a number on its own cannot.

How long are answers kept?

For the life of the workspace. Stored history is what makes a trend readable, so old answers stay available and openable from any figure that came from them.

How do you handle variation between runs?

Every run is stored, and the scores you see are built from many of them across a window. That is what turns engine-to-engine and day-to-day variation into a steady, readable line.

How this works by industry

The sources and buyer questions differ by market.

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