Rereflect

Rereflect is a Customer Support & CX tool that transforms customer feedback into actionable insights. It offers AI-powered sentiment analysis, pain point detection, and feature request extraction with 98% accuracy and real-time processing.

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At a glance

Pricing

Freemium · Paid · Enterprise

Free tier

Yes

API

Yes

Skill level

Mixed

Product Hunt

About

What is Rereflect?

Rereflect is an AI-powered platform designed to help businesses transform overwhelming customer feedback into clear, actionable insights. It provides advanced sentiment analysis, identifies key pain points, and extracts feature requests with high accuracy (up to 98%). The tool integrates with existing feedback sources like Slack, Intercom, and email, allowing for real-time processing. Key features include an AI Copilot for natural language queries, Customer 360 health scores, AI churn detection, and automated feedback workflows. Rereflect also supports bring-your-own-key (BYOK) for AI models like OpenAI, Anthropic, and Google, offering flexibility and cost control. It aims to significantly reduce manual review time and improve product roadmap decisions by providing data-driven insights.

Best used for

Ideal for product managers who need to quickly analyze large volumes of customer feedback, identify emerging pain points, and prioritize feature development. Especially valuable for businesses looking to reduce churn and make data-driven product decisions by automating feedback processing and insights generation.

Common actions

analyze customer feedback

detect churn risk

categorize feedback

extract feature requests

automate feedback workflow

SaaSartificial intelligenceanalytics

Capabilities

Key features

AI Copilot
Customer 360 health scores
AI churn detection
Smart categorization
Real-time alerts
Feedback workflow automation
BYOK AI models

Target Audience

product managersmall business owner

Integrations

slackintercomemailwebhookscsv

Pricing & Plans

Freemium · Paid · Enterprise

Free plan includes 250 feedback items per month. Check rereflect.ca for current pricing.

FAQs

How accurate is Rereflect's AI analysis?

Rereflect achieves 85-95% accuracy for sentiment classification and 80-90% for topic categorization. The system continuously improves as it processes more of your data, and you can manually adjust categories for edge cases to refine accuracy.

Can I use my own AI models with Rereflect?

Yes, Rereflect supports Bring Your Own Keys (BYOK). Pro plans can use any OpenAI model, while Business and Enterprise plans also support Anthropic (Claude) and Google (Gemini), giving you full control over model selection and costs.

What happens if I exceed my plan's feedback limit?

For Pro and Business plans, overage is allowed at a small per-item cost ($0.02 and $0.01 respectively), with usage warnings before you hit the limit. Free plans stop processing new feedback at the cap, requiring an upgrade to continue.

What integrations does Rereflect currently support?

Rereflect currently integrates with Slack (OAuth), Intercom (OAuth + webhooks), email forwarding, CSV import, and webhooks for custom sources. Zendesk and HubSpot integrations are also planned for future release.

Does Rereflect offer a free trial for its paid plans?

Yes, all paid plans include a 14-day free trial with full feature access. No credit card is required to start the trial, allowing you to explore the advanced capabilities before committing to a subscription.

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AI Chatbots Voice & Call Center Email & Chat Support Community Management Customer Success Multilingual Support

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