What is Rereflect?
Rereflect is an open-source AI customer feedback analysis tool that turns raw customer feedback into sentiment, pain points, feature requests, and churn risk for product and customer teams. It is 100% open source under the MIT license, self-hosted so your data stays on your own infrastructure, and ships with zero telemetry. You bring your own LLM key, or run the free local pipeline on VADER with no API key and no cost — nothing is locked behind tiers or seats. Its AI Copilot answers natural-language questions about your feedback data (for example, "What are the top pain points this week?"), generates SQL with safety guardrails, returns charts and tables, and can run on a local model via Ollama or any OpenAI-compatible endpoint. A Customer 360 view adds health scores, 9-factor churn prediction, and product-usage decline detection, and it connects to 6+ sources including Slack, Email, and Intercom in under two minutes. For teams that want feedback intelligence without vendor lock-in, Rereflect is positioned as AI customer feedback analysis you fully control.
What is Rereflect used for?
Best for product and customer teams that want self-hosted, open-source feedback analysis with no vendor lock-in or per-seat pricing.
How much does Rereflect cost?
Open Source (Self-Hosted)
Free forever, MIT-licensed and self-hosted; run locally on VADER at no cost or bring your own LLM key
Pros and cons
Pros
- 100% open source (MIT), self-hosted, with zero telemetry and no vendor lock-in
- Runs free locally on VADER with no API key, or bring your own LLM key
- AI Copilot answers natural-language questions and generates SQL with safety guardrails, returning charts and tables
- Customer 360 view with health scores, 9-factor churn prediction, and product-usage decline detection
- Connects to 6+ sources including Slack, Email, and Intercom in under two minutes
Cons
- Self-hosting requires your own infrastructure and setup effort
- Getting the best AI results still needs your own LLM key or a local model like Ollama
- No managed cloud option is offered, so hosting and upkeep are on you
- As an open-source project, support depends on the community and docs
Questions about Rereflect
What is Rereflect?
Rereflect is an open-source AI customer feedback analysis tool that turns customer feedback into sentiment, pain points, feature requests, and churn risk. It is MIT-licensed, self-hosted, and runs with zero telemetry.
What is Rereflect used for?
It is used by product and customer teams to analyze feedback at scale — detecting churn risk, surfacing top pain points, and tracking insights from submission to resolution across sources like Slack, Email, and Intercom.
Is Rereflect free?
Yes. Rereflect is 100% open source under the MIT license and self-hosted. You can run the free local pipeline on VADER with no API key and no cost, or bring your own LLM key. Every feature is unlocked.
Does Rereflect keep my data private?
Rereflect is self-hosted on your own infrastructure with zero telemetry, and it can run entirely on a local model via Ollama or any OpenAI-compatible endpoint, so your feedback data never has to leave your environment.
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