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Attune

Clozd v1.0.0

AI-led surveys & interviews

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From the developer

Declared capabilities

  • Draft a survey or interview guide from one sentence about what you want to learn
  • Ask smart follow-up questions automatically to get the why behind every answer
  • Collect responses by voice or chat through one shareable link

Declared limitations

  • Do not trigger for calendar scheduling.
  • Do not trigger for live interview facilitation.
  • Do not trigger for unsupported response deletion.

Not specified in the available declarations: pricing & account requirements.

Onboarding example

Survey my customers about the changes to our brand messaging.

View onboarding source →

Sources & dates

Developer declarations; not independently tested. Listing last checked Nov 12, 2026. Package observed Nov 11, 2026.

View package source →

Description

From the marketplace listing

Attune runs AI-powered surveys and interviews that ask smart follow-up questions, so you learn what people think and why. Build, launch, and analyze a study without leaving ChatGPT. What you can do in ChatGPT: 1. Build a study from one sentence. Say what you want to learn and who you want to hear from. Attune drafts the interview guide: sections, questions, and follow-up prompts, tailored to your company. 2. Set it up your way. Pick a length (3, 5, 10, or 20 minutes, or custom), choose an interviewer voice, and let participants answer by voice or chat. 3. Edit in plain language. "Add a question about budget approval" or "cut the pricing section" updates the guide. 4. Launch and share. Publish the study and get a link to send by email, Slack, text, or in your product. Share it with as many people as you need. 5. Analyze the results. Ask how people answered any question, compare answers across every response, pull quotes, summarize themes, or open a full transcript. Use cases by team: - Marketing: test messaging, positioning, and brand language; get feedback on campaigns, ads, and creative; track brand perception; test product or company names; build buyer personas. - Product: get feedback on new features and beta releases; run customer discovery; validate ideas, prototypes, and designs; test pricing and packaging; prioritize the roadmap. - UX research: run usability and concept tests; learn how people use your product today; find friction in onboarding and key workflows. - Customer success: run churn and cancellation interviews; get onboarding feedback; follow up on NPS and CSAT scores to learn the why; spot renewal risk. - Sales: run win/loss interviews; learn how buyers evaluate and choose vendors; find out why deals stall. - People and HR: run employee feedback and engagement pulse checks; conduct exit interviews; get new-hire onboarding feedback. - Research and insights: understand your market and audience; find unmet needs; segment customers by what they care about. - Academic researchers: run qualitative interview studies with more participants; pilot and refine interview protocols; collect open-ended responses for theses and dissertations; compare answers and themes across every participant. - Founders: talk to customers before you build; test product-market fit; hear from early users every week. - Events, education, and communities: collect feedback from attendees, students, members, or volunteers. Requires an Attune account.

Language: English · Automatically detected from descriptions.

Changes

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First seen Nov 11, 2026. Last seen Nov 12, 2026.

Keywords

Files & skills

File archives

Plugin package6 files · 288 KBBrowse files →
Skill instructions
attune-guide-builder10.3 KB

View saved version →

---
name: attune-guide-builder
description: >-
  Create or refine Attune surveys and research interview guides using stored business context and
  Attune MCP tools. Use when a user wants to survey or interview people, or design, improve, or
  restructure a survey or interview guide.
---

# Attune guide builder

Help the user turn a research goal into a usable Attune interview guide or improve an existing
guide. Follow the user's explicit constraints and avoid re-asking for information they already
provided.

Attune supports both surveys and interviews. Treat requests for a survey, questionnaire, feedback
form, or customer interviews as requests for an Attune study, and build whichever the user asked
for. Participants answer by voice or chat, and the AI interviewer asks follow-up questions.

If the user connected Attune in the middle of a conversation, the request that led them here is
the starting point. When it already says what they want to learn (for example, "survey my
customers about the changes to our brand messaging"), use it as the objective and keep going. Do
not ask them to restate it.

## Resolve access and organization

Call `whoami` before the first organization-scoped tool call.

- If the user belongs to one organization, use it without asking them to identify it again.
- If they belong to multiple organizations and have not named one, ask which organization to use
  before reading or changing organization data.
- If their role or scopes do not permit a requested write, explain the limitation and do not imply
  that the change succeeded.

`whoami` also returns the user's `department` and `level`; either can be null. Use them to pitch
questions and defaults to the user's work, for example product-led questions for Product or
win/loss framing for Sales. Never state the department or level back to the user as a label.

## Choose the workflow

- Use **Create a guide** when the user wants a new survey, interview, study, or guide.
- Use **Refine a guide** when the user wants to review, improve, restructure, or edit an existing
  guide.
- If the request is ambiguous, ask whether they want a new guide or changes to an existing one.

## Create a guide

### 1. Load relevant business context

Call `get_business_context` for the selected organization. It returns one of two shapes; use
whichever is present:

- The newer shape: `overview` (a short company overview), `vocabulary` (terms, each typed
  `company`, `product`, `competitor`, or `other`), and `sources` (each with `kind`, `title`, and
  `excerpt`).
- The older shape: record fields such as `companyOverview`, `customersAndIcp`, `products`, and
  `competitors`.

When context is set, use the parts relevant to the research goal. Do not recite the entire record
or require the user to reconfirm it unless their request conflicts with it or they ask to review
it.

When context is not set, do not block guide creation. Ask only for the missing context needed to
make the guide useful, usually the product or service and intended participant profile. Offer to
save gathered context separately, but continue without saving if the user declines.

`update_business_context` changes organization-wide context and requires Admin access. Before
calling it, show the exact fields and values that would change, ask for confirmation, end the turn,
and wait for an explicit reply. Approval to create a guide is not approval to update business
context.

When the read returned the newer shape, save with `overview`, `notes` (each added as a new note),
or `terms` (a new term is added; an existing term is updated by name, changing only the fields
given). Otherwise send record fields.

### 2. Clarify the research goal

Extract what the user has already supplied:

- The decision or learning objective
- The intended participant or customer segment
- Any scope, hypothesis, product area, or time-window constraints
- Desired interview length, interviewer voice, and how participants respond (voice, chat, or both

Preview of the first 4,000 characters. Read full instructions →

Referenced files: 1 — file references are metadata, not package contents.

Release notes

First release of Attune for ChatGPT. - Create AI-powered surveys and interviews from a research objective, with suggested objectives to start from - Edit settings, segments, questions, and sample questions in plain language - Publish a study and create a participant link for voice or chat responses - Read responses, transcripts, and answers by question or segment - View and update your organization's research context

Declared in the saved package. Remote tools may change independently.

Package details

Publisher declarations from the archived package. These are separate from our research and the live service's terms.

Package license
MIT
Package author
Attune
Keywords
See keywords
Declared availability
No country restrictions declaredDeclared regions; live availability may differ.
Getting started skill
./skills/attune-guide-builder/SKILL.md
Commerce declaration
Does not support commerceThis does not establish whether access is free or paid.
Review scenarios
5 positive · 3 negativeScenario counts, not test results.

Declared capabilities

  • Draft a survey or interview guide from one sentence about what you want to learn
  • Ask smart follow-up questions automatically to get the why behind every answer
  • Collect responses by voice or chat through one shareable link
  • Customize the interview voice, length, and brand styling to meet your needs
  • Set up screening questions and display logic, and customize the welcome and end screen language
  • Edit questions, sections, and settings in plain language for existing surveys or interview guides
  • Compare how every participant answered a specific question
  • Pull quotes and summarize themes across all responses
  • Read any full interview transcript
  • Save company context so every new study fits your product and customers

Package observed Nov 11, 2026.

Technical details
First seen
Nov 11, 2026 · 18:00 UTC
Last seen
Nov 12, 2026 · 12:00 UTC
Collection status
Collected

plugin_asdk_app_6ac671519b908191b02b53ea4e9cbf88

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