
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.

e2b
Zerve AI
Hugging Face
NVIDIA
Cerebrium
DigitalOcean
Replicate.com
Your end-to-end stack for cloud compute

Which is more popular?
Based on our record, Modal seems to be more popular. It has been mentioned 50 times since March 2021.
Website, pricing, platforms and company facts side by side.
|
|
|
|
|---|---|---|
| Website | tryprofound.com | modal.com |
| Pricing | ||
| Listed in |
What each product offers, as listed by its team.


Possible disadvantages
Possible disadvantages
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 Modal yet.
Walkthroughs and reviews on video.
Profound Tutorial & Review For Beginners 2026
More videos
Scott's Synth Stuff Episode 6: Modal Electronics Cobalt8 Review
More videos
How often each product is chosen within a category, 0–100% relative to the other.


Share your experience with using Profound and Modal. 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 Modal yet. Be the first one to post
Recommendations tracked on public social media and blogs since March 2021.


Tracking Profound since Feb 2026.
GPU Availability: Not all cloud computers offer GPU access. If your agent is performing image processing, vision-based reasoning, or training local models, platforms like Modal are often better suited for these high-compute requirements. - Source: dev.to / 16 days ago
I ended up using Modal for the actual media processing. What a pleasant surprise discovering Modal. The Thumbrella processing code (tier2 and tier3) have been super comfortable inside these containers. For my use cases I only need CPU... - Source: dev.to / 17 days ago
ScribeToAny is a full-stack audio and video transcription platform built on React 19 and deployed to Cloudflare Workers at the edge. Heavy GPU workloads (Whisper transcription, diarization, translation) run asynchronously on Modal, while... - Source: dev.to / about 1 month ago
When comparing Profound and Modal, 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.
Compare Otterly.AI to Profound or Modal:


All-in-one Marketing Toolkit for digital marketing professionals.
Compare SEMRush to Profound or Modal:


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!
Compare Ahrefs to Profound or Modal:

The AI community building the future. The platform where the machine learning community collaborates on models, datasets, and applications.
Compare Hugging Face to Profound or Modal: