Modal vs Groq Comparison
Modal
Starting at Free free
- Small Business
- Mid-Market
Modal is a serverless cloud platform for running Python code on GPUs and CPUs in the cloud with zero infrastructure management. Developers define functions with a Python decorator, and Modal handles containerization, GPU…
Groq
Starting at Free free
- Small Business
- Mid-Market
Groq is an AI inference company that provides the fastest publicly available LLM API, powered by its proprietary Language Processing Units (LPUs). Where GPU-based inference delivers 50-100 tokens/second, Groq routinely h…
Modal leads on user satisfaction with a 4.7-star rating across 185 reviews.
Modal vs Groq — at a glance
| Feature | Modal | Groq |
|---|---|---|
| Rating | 4.7 / 5 | 4.6 / 5 |
| Reviews | 185 | 310 |
| Starting price | Free free | Free free |
| Free trial | No | No |
| Free version | No | No |
| Best for | Small Business, Mid-Market, Enterprise | Small Business, Mid-Market, Enterprise |
| Category | Cloud Platform as a Service (PaaS) Software | Generative AI Infrastructure Software |
| Platforms | Cloud | Cloud, On-Premise |
| API | Available | Available |
| Support modes | Community Slack, Help Center, Email Support, Enterprise Support | Developer Discord, Help Center, Email Support, Enterprise Support |
Key differences between Modal and Groq
- Pricing: Modal starts at Free free, while Groq starts at Free free.
- User satisfaction: Modal scores higher with a 4.7-star average.
- Deployment: Modal supports Cloud; Groq supports Cloud, On-Premise.
Modal vs Groq — find the better fit before you commit.
Which tool fits your team best
Which is actually cheaper for your team size
Where each product wins, per real buyers
Most Cloud Platform as a Service (PaaS) Software tools look identical on paper. This comparison cuts to the differences that matter — pricing structure, team fit, and what real buyers found after signing up.
Biggest differences
Features
Pricing
Buying details
Security
Buyer feedback
Integrations
Product tour
Other options
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Biggest differences
Start here before you go deeper into features.
Small Business, Mid-Market, Enterprise
Small Business, Mid-Market, Enterprise
Modal typically suits Small Business and Mid-Market. Groq tends to fit Small Business and Mid-Market better. The right choice depends on your team size, workflow, and whether a free trial matters.
Description | Modal is a serverless cloud platform for running Python code on GPUs and CPUs in the cloud with zero infrastructure management. Developers define functions with a Python decorator, and ... Read More about Modal | Groq is an AI inference company that provides the fastest publicly available LLM API, powered by its proprietary Language Processing Units (LPUs). Where GPU-based inference delivers 50-100 ... Read More about Groq |
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Entry Level Pricing |
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Free Trial Availability |
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SpotScoreWhat's this? ↗ | 9.4/10 | 9.2/10 |
User RatingsBased on verified Spotsaas reviews | ||
Get pricing help | Get pricing help |
Where each option fits best
See where each product is strongest, which teams it fits, and what causes buyers to keep looking — before you commit.
Based on buyer reviews and verified product data collected by Spotsaas.
Key strengths
- GPU in One Line of Python: `@app.function(gpu="A100")` is the entire infrastructure declaration — no Dockerfile, no Kubernetes manifest, no capacity planning.
- Cost-Efficient Experimentation: Per-second billing with no minimums means ML experiments and fine-tuning runs cost only their actual compute time, eliminating reserved instance waste.
- Scalable Batch Processing: Modal scales to thousands of parallel function invocations automatically, enabling large-scale data processing and batch inference jobs without cluster management.
- Real-Time AI Interactions: At 500+ tokens/second, Groq lets you get AI responses that feel instantaneous — important for voice agents, live coding assistants, and customer-facing chatbots.
- Drop-In OpenAI Replacement: OpenAI SDK compatibility means switching from GPT-3.5 to Groq-hosted Llama 3 requires changing one line of code — no integration work.
- Cost Efficiency at Scale: Groq's per-token pricing for open-source models is significantly cheaper than proprietary model APIs at comparable intelligence levels.
Best fit
- ML researchers running fine-tuning and evaluation jobs on H100s without managing cloud infrastructure
- Generative AI startups serving model inference at variable traffic levels with per-second cost efficiency
- Data engineering teams running large-scale Python batch jobs on GPU clusters without DevOps overhead
- Voice AI companies needing sub-200ms LLM response times for natural-feeling conversational agents
- Coding assistant products requiring real-time code generation without the lag of GPU inference
- Teams replacing GPT-3.5 with open-source Llama 3 on Groq for cost reduction at high API call volumes
Software Demo
Demo |
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How do Modal and Groq Compare on Features?
Total Features | 6 Features | 4 Features |
|---|---|---|
Unique Features | No unique features | No unique features |
Get Quote | Get Quote |
Compare Modal and Groq on pricing
Review starting price, plan structure, and free-trial access side by side so you can see which option fits your budget and buying process.
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Other Details
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Get help choosing | Get help choosing |
Modal User Reviews & Rating Comparison
User Ratings | 4.7 (based on 185 reviews) | 4.6 (based on 310 reviews) |
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Rating Distribution | ||
Spotsaas Editor’s POV generated by AI | Buyer sentiment Buyer sentiment is very strong across 185 reviews, with consistently positive feedback. What buyers like
Common complaints
| Buyer sentiment Buyer sentiment is very strong across 310 reviews, with consistently positive feedback. What buyers like
Common complaints
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Pros and Cons |
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Related Blogs and Articles for Generative Ai Infrastructure Software
Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].
Frequently asked questions
- Which is better, Modal or Groq?
- Modal edges out the other on user ratings (4.7 vs 4.6). That said, the best pick depends on your use case — use the comparison tables above to evaluate each dimension.
- Do Modal and Groq offer a free trial?
- Neither Modal nor Groq currently lists a free trial.
- What is the starting price of Modal vs Groq?
- Modal starts at Free free. Groq starts at Free free.