
Otterly.AI
SEMRush
Ahrefs
LLMrefs
Am I on AI
Promptwatch
Diploria AI
Profound helps brands gain visibility in AI-generated answers, optimize their presence in LLM-based answer engines, and stay competitive in the zero-click world.

Apache Flink
Materialize
Apache Kafka
Timeplus
ClickHouse
Apache Spark
KSQL
RisingWave is a stream processing platform that utilizes SQL to enhance data analysis, offering improved insights on real-time data.

Which is more popular?
Based on our record, RisingWave seems to be more popular. It has been mentioned 18 times since March 2021.
Website, pricing, platforms and company facts side by side.
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| Website | tryprofound.com | risingwave.com |
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What each product offers, as listed by its team.


Possible disadvantages
No features have been listed yet.
An editorial look at what each product does well and who it suits.


Overall verdict
Why this product is good
Recommended for
No analysis of RisingWave yet.
Walkthroughs and reviews on video.
Profound Tutorial & Review For Beginners 2026
More videos
RisingWave: Reinventing(?!) Stream Processing in the Cloud Era (Yingjun Wu)
More videos
How often each product is chosen within a category, 0–100% relative to the other.


Share your experience with using Profound and RisingWave. For example, how are they different and which one is better?
External articles and on-site reviews we used to compare the two products.


Profound offers a free 7-day trial with 50 daily prompts on ChatGPT, Gemini and AI Overviews. After that it's Enterprise only, priced on a demo call, with up to 9 engines.
Say they read the public interface: Miraqo, SE Ranking, Otterly.AI, Peec AI (logged out; its add-on models run through APIs) and Profound. Semrush says its answers are "captured from real requests and not via any APIs...
Profound gives a useful way to understand how brands appear across AI search and generative platforms. The platform helps surface visibility patterns, competitor presence, and broader shifts in how AI systems...
We have no reviews of RisingWave yet. Be the first one to post
Recommendations tracked on public social media and blogs since March 2021.


Tracking Profound since Feb 2026.
Player data is ingested into a Kafka topic, and RisingWave consumes this stream to create materialized views for real-time analysis. Using BI tools like Superset or Grafana, we’ll build dashboards to monitor player performance and power... - Source: dev.to / about 1 year ago
RisingWave is the only system today that supports complete, end-to-end architecture for streaming CDC into Apache Iceberg, making it the state-of-the-art solution in this space. - Source: dev.to / about 1 year ago
RisingWave is a high-performance streaming database built in Rust. It’s PostgreSQL-compatible and lets users write sophisticated stream processing logic using standard SQL - no need to learn a new DSL or framework. - Source: dev.to / over 1 year ago
When comparing Profound and RisingWave, you can also consider the following products.

Stay ahead by monitoring and your content & brand across major AI Search Platforms. With Otterly.AI, you can automatically track brand mentions and website citations on Google AI Overviews/AI Mode, ChatGPT, Perplexity, Gemini, and Copilot.
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Flink is a streaming dataflow engine that provides data distribution, communication, and fault tolerance for distributed computations.
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All-in-one Marketing Toolkit for digital marketing professionals.
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A Streaming Database for Real-Time Applications
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Ahrefs is a toolset for SEO and marketing. We have tools for backlink research, organic traffic research, keyword research, content marketing & more. Give Ahrefs a try!
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Apache Kafka is an open-source message broker project developed by the Apache Software Foundation written in Scala.
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