Who is Beam best for?

Beam is built for AI/ML engineers deploying custom inference endpoints, Full-stack developers building generative AI products, AI agent developers needing secure code sandbox execution, DevOps and platform teams requiring self-hostable GPU infrastructure. Common use cases include Serverless GPU inference for custom ML and generative AI models; Secure code sandbox execution for AI agents and LLM-generated code; Async background batch processing and data pipelines on GPU/CPU.

Beam uses pay-per-millisecond billing with no upfront commitments. Published rates: CPU at $0.190/core/hr, RAM at $0.020/GB/hr, RTX 4090 at $0.69/hr, A10G at $1.05/hr, H100 at $3.50/hr. File storage is included at no charge. Cold start time (container spin-up) is not billed. New accounts receive 15 hours of free credit on signup. Beam claims up to 80% savings versus always-on VM instances for bursty workloads. No tiered plan structure or minimum spend requirement is documented; enterprise pricing is available via direct contact.

What are the alternatives to Beam?

Common LLM Inference & Serverless GPU alternatives to Beam include RunPod, Modal, Fireworks AI, Baseten, Cerebrium. See the full comparison hub at /verticals/llm-inference-serverless-gpu/compare.

What do users praise about Beam?

Users frequently praise: Excellent developer experience and onboarding; Fast GPU deployment with minimal configuration; Pay-per-millisecond billing reduces idle compute costs; Highly responsive founder/support team; Open-source and self-hostable runtime; Eliminates VM infrastructure management overhead; Python decorator-based API requires no YAML or Dockerfiles.

What are common complaints about Beam?

Frequently cited limitations: Cold starts (2–3s) slower than Modal's sub-second performance; Narrower GPU catalog compared to RunPod; Small team may limit enterprise support capacity; TypeScript SDK still in beta; No publicly confirmed SOC 2 or formal enterprise SLA; Limited published information on geographic regions.

When was Beam founded and where?

Beam was founded in 2021, headquartered in New York, NY, USA by Eli Mernit, Luke Lombardi.

Beam reports 5-10 employees, hundreds (self-reported) customers.

AI visibility report

AI visibility report for Beam in LLM Inference & Serverless GPU.

Outside the top three on 18 of the 25 prompts buyers actually ask.

Modal is cited on 9 of those losses.

25 prompts

5 platforms

Updated Oct 13, 2026 - refreshed weekly

Track Beam daily

14-day free trial. No card required. Setup comes pre-filled for Beam.

Track Beam across these prompts daily.

Start your 14-day trial

2percent

Presence Rate

Low presence

Still absent from 98.4% of tracked prompt responses

Top-3 citations across 125 prompt × platform pairs

No clearrank

Peer Ranking

#1#10

No clear rankin LLM Inference & Serverless GPU

Key Metrics

Presence Rate

1.6%

Share of Voice

2.6%

Avg Position

#3.0

Docs Presence

0.0%

Blog Presence

0.0%

Brand Mentions

6.4%

Platform Breakdown

Gemini Search

4%1/25 prompts

Google AI Mode

Research dossierCapabilities, use cases, sources, reviews, pricing, and FAQ

Overview

Beam (beam.cloud) is an open-source, serverless AI infrastructure platform founded in 2021 and backed by Y Combinator (W22), Tiger Global, and angel investors including the founders of Snyk and GitHub. Built around a custom container runtime called beta9, Beam enables developers to run GPU inference endpoints, secure code sandboxes, async task queues, and scheduled jobs using simple Python or TypeScript decorators—with no YAML or Dockerfile configuration required. Containers launch in under one second, billing is per-millisecond, and apps scale to zero when idle. Beam differentiates as the only major serverless GPU platform with a fully open-source, self-hostable runtime (AGPL-3.0), enabling deployment across Beam's managed cloud, AWS, or on-premises infrastructure. Named customers include Coca-Cola, Magellan AI, Geospy, and Frase.

AI visibility report

AI visibility report for Beam in LLM Inference & Serverless GPU.

Outside the top three on 18 of the 25 prompts buyers actually ask.

Modal is cited on 9 of those losses.

25 prompts

5 platforms

Updated Oct 13, 2026 - refreshed weekly

Track Beam daily

14-day free trial. No card required. Setup comes pre-filled for Beam.

Track Beam across these prompts daily.

Start your 14-day trial

2percent

Presence Rate

Low presence

Still absent from 98.4% of tracked prompt responses

Top-3 citations across 125 prompt × platform pairs

No clearrank

Peer Ranking

#1#10

No clear rankin LLM Inference & Serverless GPU

Key Metrics

Presence Rate

1.6%

Share of Voice

2.6%

Avg Position

#3.0

Docs Presence

0.0%

Blog Presence

0.0%

Brand Mentions

6.4%

Platform Breakdown

Gemini Search

4%1/25 prompts

Google AI Mode

Research dossierCapabilities, use cases, sources, reviews, pricing, and FAQ

Overview

Reviews

Praised

Excellent developer experience and onboarding
Fast GPU deployment with minimal configuration
Pay-per-millisecond billing reduces idle compute costs
Highly responsive founder/support team
Open-source and self-hostable runtime
Eliminates VM infrastructure management overhead
Python decorator-based API requires no YAML or Dockerfiles

Criticized

Cold starts (2–3s) slower than Modal's sub-second performance
Narrower GPU catalog compared to RunPod
Small team may limit enterprise support capacity
TypeScript SDK still in beta
No publicly confirmed SOC 2 or formal enterprise SLA
Limited published information on geographic regions

Public developer sentiment is broadly positive, with users citing fast onboarding, strong developer experience, and elimination of VM management overhead. Testimonials highlight the ability to ship GPU-backed features in hours rather than weeks, and praise the responsiveness of the Beam team. Third-party comparison analyses position Beam as the preferred choice for teams requiring portability and self-hosting, while noting that cold start times (2–3 seconds) lag behind Modal's sub-second performance and that the GPU catalog is narrower than RunPod's. No formal review scores from G2, Gartner Peer Insights, or Capterra were found at time of research.

Prompt	Perplexity	Bing Copilot	Gemini Search	ChatGPT	Google AI Mode
Capability0/5 cited (0%)
What LLM inference platforms handle streaming token responses well and support long context windows for document-processing use cases?	Neither your brand nor a competitor was cited	Neither your brand nor a competitor was cited	Neither your brand nor a competitor was cited	Neither your brand nor a competitor was cited	Neither your brand nor a competitor was cited
Which LLM inference platforms let enterprise teams bring their own fine-tuned model weights and enforce strict data isolation with private deployments?

#	Brand	PresencePres.	Share of VoiceSoV	DocsDocs	BlogBlog	MentionsMent.	Avg PosPos
1	RunPod	12.8%	29.9%	3.2%	0.0%	36.0%	#3.1
2	Modal	12.0%	27.3%	1.6%	0.8%	4.0%	#3.7
3	Fireworks AI	5.6%	13.0%	3.2%	1.6%	28.8%	#4.2
4	Baseten	4.0%	13.0%	3.2%	0.0%	35.2%	#3.4
5	Together AI	2.4%	3.9%	1.6%	0.8%	36.0%	#2.3
6	Cerebrium	2.4%	6.5%	0.0%	0.0%	6.4%	#5.4
7	Beam	1.6%	2.6%	0.0%	0.0%	6.4%	#3.0
8	Replicate	1.6%	3.9%	1.6%	0.0%	21.6%	#4.7
9	Lepton AI	0.0%	0.0%	0.0%	0.0%	0.0%	—
10	Sference	0.0%	0.0%	0.0%	0.0%	0.0%	—

Developer Experience0/5 cited (0%)
Which serverless GPU inference platforms have the best developer experience for iterating quickly on prompt templates and sampling parameters without redeploying?	A competitor was cited	A competitor was cited	Neither your brand nor a competitor was cited	Neither your brand nor a competitor was cited	Neither your brand nor a competitor was cited

Integrations & Ecosystem0/5 cited (0%)
Which serverless GPU platforms support webhook callbacks or event-driven triggers for async inference jobs in a data pipeline built on a workflow orchestrator?	A competitor was cited	Neither your brand nor a competitor was cited	Neither your brand nor a competitor was cited	Neither your brand nor a competitor was cited	Neither your brand nor a competitor was cited

Performance & Reliability1/5 cited (20%)
Which serverless inference providers deliver the highest tokens-per-second throughput for a high-volume API serving thousands of concurrent users?	A competitor was cited	Neither your brand nor a competitor was cited	A competitor was cited	Neither your brand nor a competitor was cited	A competitor was cited

AI visibility report for Beam in LLM Inference & Serverless GPU.

Key Metrics

Platform Breakdown

Overview

AI visibility report for Beam in LLM Inference & Serverless GPU.

Key Metrics

Platform Breakdown

Overview

Prompts where competitors are visible and Beam is not.

Where Beam is winning1

Where Beam is losing5

Key Facts

Key Capabilities10

Key Use Cases8

Beam customer outcomes

Recent Trend

How AI describes Beam3

Most cited sources2

Alternatives in LLM Inference & Serverless GPU6

Reviews

Pricing

Limitations

Topic Coverage

Prompt-Level Results

Vertical Ranking

Turn this into your team dashboard

Frequently asked questions

Setup & First Run1/5 cited (20%)
Which LLM inference platforms support deploying quantized open-source models with minimal setup for a backend engineer with no MLOps background?	A competitor was cited	Neither your brand nor a competitor was cited	Neither your brand nor a competitor was cited	Neither your brand nor a competitor was cited	Neither your brand nor a competitor was cited

AI visibility report for Beam in LLM Inference & Serverless GPU.

Key Metrics

Platform Breakdown

Overview

AI visibility report for Beam in LLM Inference & Serverless GPU.

Key Metrics

Platform Breakdown

Overview

Prompts where competitors are visible and Beam is not.

Where Beam is winning1

Where Beam is losing5

Key Facts

Key Capabilities10

Key Use Cases8

Beam customer outcomes

Recent Trend

How AI describes Beam3

Most cited sources2

Alternatives in LLM Inference & Serverless GPU6

Reviews

Pricing

Limitations

Topic Coverage

Prompt-Level Results

Vertical Ranking

Turn this into your team dashboard

Frequently asked questions

What does Beam do?

Who is Beam best for?

How is Beam priced?

What are the alternatives to Beam?

What do users praise about Beam?

What are common complaints about Beam?

When was Beam founded and where?

How big is Beam?