Survey Response Intelligence

Turn every Qualtrics response into an action item.

A human-in-the-loop review queue that drafts thoughtful responses, tags themes, and converts feedback into a weekly action list.

The problem

What operators actually say.

  • Survey responses pile up unread.

  • Negative feedback gets a generic reply three weeks later — or never.

  • Themes are invisible because nobody has time to code the comments.

How it works

Three steps from install to live.

  1. Step 1

    Ingest from Qualtrics

    Responses flow in automatically; no copy-paste from a CSV.

  2. Step 2

    Review drafted responses

    The model proposes a reply; a human edits and sends.

  3. Step 3

    Read the weekly digest

    Themes, severity, and an action list for the leadership team.

What's inside

Everything in Survey Response Intelligence.

Draft responses

Tone-matched, specific to the comment, ready to send with a click.

Theme tagging

Automatic thematic tagging for reservations, cleanliness, staff, weather, training.

Severity scoring

Sort the queue by at-risk members first.

Weekly digest

Top themes, emblematic quotes, and a prioritized action list.

Human-in-the-loop

Nothing goes to a member without a human approving it.

The AI moment

The AI moment

LLM drafts responses to member survey feedback with human-in-the-loop review and a weekly action list. Response content is never used to train foundation models.

Built on real operations

Proven at Freedom Boat Club Northeast Florida.

At FBC Northeast Florida, response rate on post-trip surveys is materially higher than the network average.

SOC 2 Type I in progress. AES-256 at rest, TLS 1.3 in transit. Customer data is never used to train foundation models.

See our security posture

See Survey Response Intelligence on your fleet.