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Automate Refiner with AI Agents.

Turn survey responses into workflow automation with Refiner and AI workers. Use Toolhouse to capture product feedback, qualify users, and trigger follow-up actions without manual work.

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Your Refiner AI Worker

Refiner AI Worker

Active
You: Review the last 14 days of onboarding survey responses, identify users showing buying intent or upgrade interest, score them by urgency, and prepare a handoff list for sales with key quotes from each response.
Analyzing recent Refiner onboarding responses...
Scoring buying intent and extracting key quotes...

27 product-qualified leads surfaced from survey responses.

High-intent users were grouped by plan, company size, and stated pain points. The worker highlighted upgrade signals, attached the most relevant survey quotes, and creat...

27Qualified leads found
12Sales handoffs prepared

6 hours of manual survey reviewBeforeto8 minWith Toolhouse

Use cases

Top Refiner automation use cases

Top Refiner automation use cases

Use case 1

Qualify product leads instantly

Toolhouse AI workers can use Refiner survey responses to identify high-intent users and route them into lead generation or sales workflows automatically. Instead of reviewing responses by hand, teams can score answers, detect buying signals, and trigger fast outreach. This helps product-led businesses convert more qualified users into pipeline. It also reduces the delay between feedback collection and revenue action.

Your Refiner AI Worker

Refiner AI Worker

Active
You: Scan this week's NPS and cancellation survey responses, flag accounts at churn risk, categorize the reasons, and draft follow-up actions for customer success based on severity.
Reviewing NPS and cancellation feedback...
Classifying churn signals by risk level...

18 at-risk accounts flagged before churn escalated.

The worker detected negative sentiment, grouped churn drivers like missing features, onboarding confusion, and support delays, then drafted next-step recommendations for...

18At-risk accounts flagged
5Churn reasons categorized

1 day of manual triageBeforeto11 minWith Toolhouse

Use case 2

Route churn risk feedback

Negative NPS, onboarding friction, or cancellation signals in Refiner can trigger AI workers to escalate issues before accounts are lost. Workers can detect patterns in open-text feedback, prioritize urgent responses, and send the right cases to support or customer success. This creates a more proactive retention workflow. Teams spend less time monitoring dashboards and more time resolving risk.

Your Refiner AI Worker

Refiner AI Worker

Active
You: Summarize the last 500 feature feedback responses, group them into recurring themes, identify the most requested improvements, and prepare a product insights brief for the roadmap meeting.
Clustering open-text feature feedback...
Ranking requests by frequency and impact...

6 recurring product themes turned into a roadmap-ready brief.

Open-text feedback was clustered into clear themes, with top requests ranked by frequency and customer impact. The worker distilled scattered responses into a concise su...

6Themes identified
500Responses summarized

2 days of manual analysisBeforeto14 minWith Toolhouse

Use case 3

Trigger customer success follow-up

Customer success teams can use Refiner with Toolhouse to automate follow-up after onboarding surveys, feature adoption check-ins, or satisfaction requests. AI workers can personalize next steps based on sentiment, account stage, or survey answers, then route actions to the right team. This improves customer service without adding repetitive admin work. The result is faster support and stronger account management.

Your Refiner AI Worker

Refiner AI Worker

Active
You: Build a weekly sentiment report from Refiner survey responses, compare trends across onboarding, NPS, and feature request surveys, and highlight the biggest changes that operations and leadership should act on.
Compiling survey sentiment across workflows...
Detecting changes in customer feedback trends...

Weekly sentiment report delivered with 3 major trend shifts.

The worker combined survey inputs across lifecycle stages, measured sentiment movement, and highlighted where customer experience is improving or slipping. Leaders get a...

3Trend shifts identified
742Survey responses analyzed

8 hours of spreadsheet reportingBeforeto9 minWith Toolhouse

Use case 4

Summarize research insights automatically

Refiner often captures valuable qualitative feedback, but manual analysis slows down decision-making. AI workers can summarize themes, group similar responses, and highlight the most important product or support insights automatically. This gives product, operations, and marketing teams faster access to customer intelligence. Better summaries make it easier to act on feedback at scale.

Your Refiner AI Worker

Refiner AI Worker

Active
You: Turn survey responses into workflow automation with Refiner and AI workers. Use Toolhouse to capture product feedback, qualify users, and trigger follow-up actions without manual work.
Reading workflow context...
Preparing the next best action...

Summarize research insights automatically

Refiner often captures valuable qualitative feedback, but manual analysis slows down decision-making. AI workers can summarize themes, group similar responses, and highl...

-Tasks handled
-Actions ready

manualBeforetominutesWith Toolhouse

Use case 5

Report on user sentiment trends

Leaders need more than raw survey data to improve operations and customer experience. Toolhouse AI workers can turn Refiner responses into reporting on sentiment shifts, onboarding pain points, feature demand, and support patterns. This helps teams monitor customer feedback in a way that supports better planning and workflow automation. Clear reporting makes product and customer operations easier to manage.

Your Refiner AI Worker

Refiner AI Worker

Active
You: Turn survey responses into workflow automation with Refiner and AI workers. Use Toolhouse to capture product feedback, qualify users, and trigger follow-up actions without manual work.
Reading workflow context...
Preparing the next best action...

Report on user sentiment trends

Leaders need more than raw survey data to improve operations and customer experience. Toolhouse AI workers can turn Refiner responses into reporting on sentiment shifts,...

-Tasks handled
-Actions ready

manualBeforetominutesWith Toolhouse

Testimonials

What our customers say

1,000,000+ agents· 15,000+ teams· 1,000+ integrations· Start for free

“We built in record time what would have taken weeks otherwise! I can honestly say that without Toolhouse, our team would have been spending much MUCH more time delivering AI features in the products we're building.”

Marcos Ocón

Marcos Ocón

COO @ Develative (Developer Agency)

EngineeringSince 2025

“I built an agent that qualifies my leads and books calls automatically. No developer, no agency. It paid for itself in the first week.”

Andrew Njoo

Andrew Njoo

Founder @ Stack2Sale

MarketingSince 2025

“Our team of 12 was drowning in repetitive tasks. We described what we needed and the agent just worked. We didn't write a single line of code.”

Kristian Freeman

Kristian Freeman

Manager @ Large Engineering Company

InfrastructureSince 2025

Pricing

Simple, transparent pricing

Start free, scale as you grow. No hidden fees, no surprises.

Most popular

For growing teams

Business

$500/month

Includes FREE unlimited tokens

  • Credits / month25,000
  • Workers50
  • Log retention30 days
  • Worker email inboxIncluded
  • OnboardingIncluded
  • Organizations—
  • Account engineer—
  • SupportSlack, Email
Start now →

No credit card needed

For scaling businesses

Business Max

$1,200/month

Includes FREE unlimited tokens

  • Credits / month80,000
  • Workers500
  • Log retention1 year
  • Worker email inboxIncluded
  • OnboardingIncluded
  • OrganizationsIncluded
  • Account engineerOn demand
  • SupportPriority (Slack, Email, Phone)
Start now →

No credit card needed

For larger companies

Enterprise

Custom

For scaling needs

  • Credits / monthVolume pricing
  • WorkersUnlimited
  • Log retentionCustom
  • Worker email inboxIncluded
  • OnboardingIncluded
  • OrganizationsIncluded
  • Account engineerNamed
  • SupportCustom
Talk to sales →

 

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FAQ

Using Refiner with AI workers

Common questions about Refiner automation with AI workers.

How can Toolhouse automate Refiner workflows?

Toolhouse lets you build AI workers that use Refiner to automate lead qualification, feedback routing, customer success follow-up, sentiment monitoring, and reporting. This helps teams act on survey data faster and reduce manual review.

What is a strong use case for Refiner and AI workers?

A strong use case is automating follow-up from product feedback or NPS surveys. AI workers can detect important responses, summarize context, and trigger outreach or escalation based on what users say.

Why connect Refiner to workflow automation?

Connecting Refiner to workflow automation helps teams turn feedback into action. Instead of collecting survey responses and reviewing them later, businesses can automate support, retention, product insight, and outreach workflows in real time.

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