Data & Analytics · Refiner + Claude
Refiner MCP with Claude: Automate Survey Launches and Feedback Analysis
The short answer
Claude works with Refiner through MCP, the Model Context Protocol. Once connected with an API key, Claude can launch surveys, read responses, segment users and trigger follow-up actions using plain-English instructions. Your team controls which actions Claude may take and approves consequential changes.
What is Refiner?
Refiner is a customer feedback and survey platform. Businesses use it to collect user insights, run targeted surveys inside their products and websites, and review the responses to understand what customers think. Product managers, customer experience teams and marketers typically use it to find friction points, measure satisfaction and decide what to improve next.
How Claude connects to Refiner through MCP
The Model Context Protocol, or MCP, is an open standard that lets Claude use other software securely. Think of it as a universal adapter between Claude and a tool. Refiner provides an MCP server, and it can also be reached through its direct API, so Claude can work with Refiner in the same way a person would, only faster.
Once connected, Claude can typically read survey responses, summarise themes, segment users by behaviour or attributes, and help draft and launch surveys from a simple written request. Where your rules allow, it can also trigger follow-up actions, such as preparing a message to a customer who gave a low score.
Access is controlled by the API key you provide, which you can scope and revoke at any time. Your organisation decides what Claude may read and change. Consequential actions, such as launching a survey to a large audience, can require a person to approve them first, so your team stays in charge.
What you can automate
Launching targeted surveys from a plain request
A product manager asks Claude to create a short survey for users who completed onboarding in the last week. Claude drafts the questions, selects the audience segment and prepares the launch for approval. The team reviews the wording and audience, then releases it. This saves hours of setup for each new survey.
Summarising weekly feedback themes
A customer experience lead asks Claude each Monday for the main themes from the past week's responses. Claude reads the new feedback, groups comments by topic, highlights rising complaints and notes positive trends. The summary is shared with the team before their weekly planning meeting, so decisions rest on current evidence.
Segmenting users for follow-up
A marketing team wants to understand why a group of trial users did not convert. Claude helps define segments based on survey answers and user attributes, then reports how each group responded. The team gets clearer audiences for outreach without spending days building filters by hand.
Automating follow-up on low scores
When a customer leaves a low satisfaction score, a support manager wants a fast, personal response. Claude can flag the response, prepare a suggested reply and log the case for review. A team member checks the draft and sends it, so every customer gets a timely and considered answer.
Preparing reports for leadership
A department head needs a monthly view of customer sentiment for the executive team. Claude pulls the relevant survey results, compares them with the previous month and drafts a short report with key figures and observations. The leader edits the draft and presents it with confidence.
An end-to-end workflow: Post-purchase feedback loop with support follow-up
TriggerA customer completes a purchase or support ticket is closed.
Claude launches a short Refiner survey to the customer segment that matches the trigger.
Responses are collected in Refiner and read by Claude each day.
Claude scores sentiment and flags low ratings or repeated complaints.
Claude drafts a follow-up message and a ticket note in the support system for each flagged case.
A support lead reviews and approves the messages before they are sent.
Claude compiles a weekly summary of themes for the product team.
OutcomeFaster response to unhappy customers, clearer product feedback for the team and a reliable record of every follow-up. Typical results vary by business and should be confirmed during the audit.
How we set it up
Free automation audit
We review how your team uses Refiner today and identify the feedback workflows worth automating. We also check how it links with your Microsoft 365, CRM, ERP or ticketing systems.
Secure connection with an API key
We connect Claude to Refiner using an API key that you create and control. The key is scoped to least-privilege access, so Claude sees only what the workflow needs.
Workflow design and approvals
We design the end-to-end process across Refiner and your other systems. People approve consequential actions, such as large survey launches or outbound messages.
Testing and monitoring
We test the workflow against real past feedback and check the outputs for accuracy. We launch with monitoring and audit logs so every action can be traced.
Launch and team training
We release the workflow and train your team on how to use it, review drafts and manage approvals. We then check performance and refine the process as needed.
Who benefits
- Product managers
- Launch and read surveys faster, with clear themes to guide the roadmap.
- Customer experience leads
- Respond to unhappy customers quickly and track sentiment trends each week.
- Marketing managers
- Build well-defined audiences and understand why users do or do not convert.
- IT and operations heads
- Gain a secure, auditable connection with controlled access and clear approvals.
Security and control
- Use an API key with least-privilege scope and rotate or revoke it when needed.
- Require human approval for survey launches to large audiences and for any outbound customer message.
- Keep audit logs of every action Claude takes in Refiner and connected systems.
- Limit personal data shared with Claude to what each workflow requires.
- Test thoroughly before launch and monitor outputs for accuracy over time.
For teams in the US, UK, India and the Middle East
Organisations in the United States and the United Kingdom need to handle survey responses in line with their privacy laws, including consent and data minimisation rules. In India, the Digital Personal Data Protection Act, 2023 governs how personal data is processed. Companies in the UAE and Saudi Arabia must follow their respective data protection laws. We choose the hosting region for any custom application to meet these requirements.
Learn more about Claude and MCP
Anthropic's AI model and assistant.
Secure links between Claude and business tools.
How engineers build and change software with Claude.
Hosted agents that run multi-step work.
The open standard Claude uses to connect to tools.
Frequently asked questions
What does the Refiner MCP server do?
The Refiner MCP server lets AI tools such as Claude work with Refiner using structured, permitted actions. Typically it allows reading survey data, managing surveys and segmenting users. It gives Claude a secure route into Refiner, so instructions written in plain language can be carried out within the access you allow.
Is connecting Refiner to Claude secure?
Security depends on how the connection is set up. We use an API key with least-privilege access, limit what Claude can see and do, and keep audit logs. Consequential actions can require human approval. You can revoke the key at any time, which removes Claude's access immediately.
What can Claude do with Refiner once connected?
Typically Claude can summarise responses, identify themes, segment users, draft and launch surveys, and prepare follow-up messages. The exact actions depend on the access and approvals you set. We agree the scope with your team during the audit so the workflow matches your policies.
How long does setup take?
Many straightforward connections can be set up in a few weeks, from the free audit through to launch and training. More complex workflows that span several systems take longer. We confirm a realistic timeline after reviewing your feedback processes and connected tools.
What plan or permissions do I need?
You need access to Refiner with permission to create an API key, and the account must support the actions you want to automate. Requirements vary by Refiner account and settings, so we check your current access during the free audit and advise on any changes needed.