What is conversation intelligence for AI answers?

It's the analysis of full, multi-turn AI conversations — opening question, follow-ups, corrections and memory — rather than single prompts tested in isolation.

Why isn't single-prompt testing enough?

Discovery rarely ends on the first answer. A recommendation can change across follow-ups and personalisation, so a single-prompt score misses where the outcome is actually decided.

What counts as multi-turn data?

The whole thread: every follow-up, the model's memory of earlier turns, and the personalisation applied to a real logged-in user — not just the first prompt and answer.

Which AI engines does Gener8 cover?

Gener8's panel spans 8+ LLMs and assistants, including ChatGPT, Claude, Gemini, Google AI Overviews and Perplexity.

Do you capture memory and personalisation?

Yes. Because conversations come from real logged-in sessions, Gener8 preserves how memory and personalisation shaped each answer.

Is this data consented?

Yes. Every conversation comes from a metered panel of people who opted in and are rewarded for sharing their behaviour — 100% consented and compliant.

For teams measuring brand visibility inside AI answers

Optimise for the whole conversation, not a single prompt

Real people don't ask one question and stop. They follow up, refine and let the model remember, and a brand's fortunes can turn on turn three, not turn one. Measuring that takes real, multi-turn conversations, not single-shot prompts fired in isolation. Gener8's consented panel of 100k+ real people is the behavioural layer underneath every conversation you analyse.

Book a walkthrough See data feeds

turn 2

As featured in

Gener8 powers the world's best AI companies

Plan me a weekend trip to Paris

Billions

of real user behaviour events

LLMs covered (ChatGPT, Claude, Gemini, AI Overviews, Perplexity…)

100%

consented & compliant (GDPR, CCPA) · Ethically sourced

100K+

people actively sharing GenAI interactions

What real conversations add

Wherever you analyse or optimise AI answers, Gener8 extends it from one prompt to the whole exchange:

Full multi-turn threads

Captured end to end

See the whole exchange — opening question, follow-ups and refinements — not a single prompt in isolation.

Memory & personalisation

Preserved from real sessions

Understand how logged-in memory and personalisation shift the answer for a real user.

Where the answer turns

Pinpointed across turns

See the moment a competitor enters or a recommendation flips, so you can optimise for it.

Real follow-up language

Surfaced verbatim

Bring in the objections and clarifications people actually raise mid-conversation.

turn 2

same question, two sessions

who the answer recommends, turn by turn

what they say next

is there anything cheaper?

do those come in wide?

what's the returns policy?

How conversation intelligence impacts your business

Marketing Intelligence

Extend single-prompt analysis with full, multi-turn conversations — memory, follow-ups and personalisation from real logged-in sessions.

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GEO / AEO

Optimise for how real conversations unfold across follow-ups and added context, beyond one-shot prompt testing.

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Retail Media Analytics

Monitor real, in-the-wild shopping conversations and the follow-up questions and objections shoppers raise mid-chat.

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Go beyond synthetic prompts

Synthetic prompt sets

Gener8 real behaviour

Shape
One question, one answer
Full multi-turn threads
Memory
None
Real logged-in memory & personalisation
Follow-ups
Not captured
Real refinements and objections
Realism
An isolated test
In-the-wild sessions
Freshness
Batch, on a schedule
Real-time feed

From consented panel to your conversation intelligence

People opt in

Our metered panel members choose to share their behaviour and are rewarded for it — the foundation of every feed.

We capture the full conversation

Complete multi-turn exchanges from real logged-in sessions — follow-ups, memory and personalisation — resolved to a single user ID.

You receive it your way

Real-time feeds delivered in the format and cadence your platform needs.

You optimise for the whole conversation

Move beyond one-shot testing to how discovery really unfolds — no rebuild required.

Built on consent

100% consented & compliant

every data point is opted-in

Ethically sourced

users are rewarded for sharing their data

Nationally representative panels

the sample reflects real populations, not a skew

One user ID

the only way to honestly link a prompt to a site visit to a purchase

Conversation intelligence for AI answers — common questions

See the real conversations behind your metrics

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