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NakodaAI

DIVISION 04 · AI VISIBILITY

Knowledge panel · Social Media Answer Optimization

SMAO

Social Media Answer Optimization - shaping the social and community signals that models increasingly draw on when they answer.

Who it's for
Brands whose reputation lives in communities, reviews and social threads.
How it's measured
Inclusion of favorable social signals in generated answers.
Typical timeline
Signal-dependent; steady work with a gradual, durable payoff.

THE APPROACH

What it is

SMAO addresses the social layer of AI answers. Models increasingly weave in community consensus - forum threads, reviews, social discussion - when they answer questions about products and brands. SMAO shapes those signals.

Why it matters

For many buying questions, the model's answer reflects the crowd, not just the brand. If community sentiment about you is thin or negative, the generated answer inherits that. SMAO is how you influence it, honestly.

How we approach it

We map the communities and platforms models draw on for your category, assess current sentiment, and build a legitimate presence and content program that improves the signal - no astroturfing, ever.

What we change

Community engagement, review posture, social content, and the earned discussion that models read as consensus. The work is slow, real and reputation-safe.

How we measure it

Whether favorable, accurate social signals show up in generated answers for your tracked questions - and whether sentiment trends the right way.

What you get

A read on how your social reputation feeds AI answers, and a sustained program to improve it without cutting corners.

QUESTIONS

SMAO, in plain answers

Does SMAO mean posting fake reviews?

No. We never astroturf. SMAO is about earning and surfacing genuine community signal, which is the only kind that holds up over time.

Which platforms matter most?

It depends on your category - we map the specific communities and platforms the models actually lean on for your buyers' questions.

READY?

Curious where the brand stands on SMAO?