AI · head to head
Black Forest Labs vs Modal

Black Forest Labs
AI
Frontier AI lab behind the FLUX family of image, video, and audio generation models
- From
- $0.17/month
- Rated
- -
The short version
- Only Modal has a free tier, so it costs nothing to try first.
- Each has a real cost: Black Forest Labs open weights licensing tiers (Builder, Platform, Professional) do not list public prices, requiring sales contact for most volumes.; Modal the Team plan carries a $250 monthly base fee and returns only $100 of that as free credits, so $150 is a flat charge before any compute
- They diverge on capability: Black Forest Labs covers FLUX 3 image generation, Modal covers Serverless GPUs.
- Prices and features above were last checked on 30 August 2026.
Where they differ
Only the attributes on which Black Forest Labs and Modal actually diverge.
| Attribute | Black Forest Labs | Modal |
|---|---|---|
| Starting price | $0.17/month | Free |
| Free tier | No | Yes |
| Platforms | web, api | Cloud, Api |
| Founded | Unknown | 2021 |
Identical on both: pricing model (usage-based), user rating (Not yet rated), category (AI).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Black Forest Labs
- FLUX 3 image generation
- Video generation
- Synchronized audio generation
- Open weights
- Action-prediction
- Fine-tuning and LoRA rights
- Pricing calculator
Only in Modal
- Serverless GPUs
- Python functions
- Auto-scaling
- Fast cold starts
- Python SDK
- GitHub Actions
- Cloud storage
- Cloud support
What people use each for
The jobs each tool is most often brought in to do.
Black Forest Labs
- Generating high-fidelity images via API for production appsnot Modal
- Self-hosting open-weight FLUX models on private infrastructurenot Modal
- Producing short branded video clips with synchronized audionot Modal
- Robotics research using action-prediction modelsnot Modal
Modal
- Running serverless GPU workloads for model inference and trainingnot Black Forest Labs
- Executing Python functions on cloud compute without managing serversnot Black Forest Labs
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Black Forest Labs
- Open weights licensing tiers (Builder, Platform, Professional) do not list public prices, requiring sales contact for most volumes.
- Video generation pricing per second can become costly for longer or higher-resolution outputs compared to subscription-based competitors.
- No consumer subscription plan; pricing is oriented toward developers and enterprises rather than casual creators.
Modal
- The Team plan carries a $250 monthly base fee and returns only $100 of that as free credits, so $150 is a flat charge before any compute
- Compute is billed per second across separate GPU and CPU meters, so total cost depends on execution time rather than any fixed rate
- The Starter plan's $30 monthly free credit is the only allowance below the paid base fee
- Enterprise volume discounts are custom and unpublished
Pricing, plan by plan
Black Forest Labs
$0.17/month- API (video)$0.17/month
- $0.17 per second of generated video
- Builder$undefined/mo
- FLUX.2 [klein] models
- 10K images/month
- 1 domain, 10 licensed users
- Platform$undefined/mo
- FLUX.2 [klein] 9B + FLUX.2 [dev]
- 100K images/month
- 1 domain, 10 licensed users
- Professional$undefined/mo
- FLUX.2 [dev] open weights license
- 100K images/month
- Up to 3 domains, 10 licensed users
Modal
Free- StarterFree
- 3 seats
- 100 containers
- 10 GPU concurrency
- Team$250/month
- Unlimited seats
- 5,000 containers
- 50 GPU concurrency
- Enterprise$null/custom
- Custom seats, containers, and GPU concurrency
Which should you pick?
Choose Black Forest Labs if
- You need flux 3 image generation.
- You work on web, api.
- You also want video generation.
Choose Modal if
- You need serverless gpus.
- You want to start without paying.
- You work on Cloud, Api.
- You also want python functions.
Questions people ask
- Is Black Forest Labs or Modal better?
- Neither clearly leads. Black Forest Labs starts at $0.17/month and Modal at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Black Forest Labs or Modal?
- Modal has a free tier; the other does not. Paid plans start at $0.17/month for Black Forest Labs and Free for Modal.
- Does Black Forest Labs or Modal run on more platforms?
- Black Forest Labs runs on web, api. Modal runs on Cloud, Api.
- Can I use Modal for free?
- Yes. Modal has a free tier, so you can try it without paying. Black Forest Labs starts at $0.17/month.
- What is Black Forest Labs best used for?
- Black Forest Labs is most often used for generating high-fidelity images via api for production apps, self-hosting open-weight flux models on private infrastructure, producing short branded video clips with synchronized audio, robotics research using action-prediction models. Of those, generating high-fidelity images via api for production apps and self-hosting open-weight flux models on private infrastructure are not what Modal is typically brought in for.
- What can Black Forest Labs do that Modal cannot?
- Black Forest Labs covers FLUX 3 image generation, Video generation, Synchronized audio generation, Open weights. Modal covers Serverless GPUs, Python functions, Auto-scaling, Fast cold starts.
Answered from the vendors’ own pages
Black Forest Labs: How much does Black Forest Labs' API cost?
The API is pay-as-you-go with no subscription required; video generation costs $0.17 per second, so a 5-second HD clip costs about $0.85.
SourceModal: How much does Modal cost?
Modal uses pay-as-you-go pricing with Team plan at 250 USD/month base. Starter includes 30 USD/month free credits; Team includes 100 USD/month free credits. Compute charges per second for CPU cores, memory, and GPU instances.
SourceBlack Forest Labs: Is there a free plan?
No free tier is offered; the pricing page lists only pay-as-you-go API usage and paid open-weights licensing tiers starting with Builder.
SourceModal: Is there a free tier?
Yes, Starter plan is free plus 30 USD/month in compute credits included monthly for new users.
SourceBlack Forest Labs: What do the open-weights licensing tiers include?
Builder includes FLUX.2 [klein] models with 10K images/month for one domain; Platform and Professional raise the cap to 100K images/month and add FLUX.2 [dev] access and fine-tuning rights.
SourceModal: What are the seat limits?
Starter plan includes 3 seats; Team plan provides unlimited seats; Enterprise tier has custom seat allocations.
SourceBlack Forest Labs: Can I self-host FLUX models?
Yes, open weights licenses let teams download and self-host FLUX.2 [klein] and FLUX.2 [dev] models on their own infrastructure under the Builder, Platform, and Professional tiers.
SourceBlack Forest Labs: How do I get enterprise or high-volume pricing?
Enterprise plans covering custom volume, all model releases, and SLA guarantees are not published and require contacting Black Forest Labs' sales team directly.
SourceRelated pages
More on Black Forest Labs
Other head to heads
- Black Forest Labs vs Ideogram
- Black Forest Labs vs Adobe Firefly
- Black Forest Labs vs Writer
- Black Forest Labs vs Poe
- Black Forest Labs vs Grok
- Black Forest Labs vs Stable Diffusion
- Black Forest Labs vs Leonardo AI
- Black Forest Labs vs Pika
- Black Forest Labs vs D-ID
- Black Forest Labs vs AutoGen
- Black Forest Labs vs Resemble AI
- Black Forest Labs vs AI21 Labs
- Black Forest Labs vs Anyword
- Black Forest Labs vs Avathon
- Black Forest Labs vs Banana
- Black Forest Labs vs C3 AI Suite
- Black Forest Labs vs Character.AI
- Black Forest Labs vs Chatbase
- Black Forest Labs vs Anthropic API
- Black Forest Labs vs Fathom
- Black Forest Labs vs RunPod
- Black Forest Labs vs Lambda Labs
- Black Forest Labs vs CoreWeave
- Black Forest Labs vs Replicate
- Black Forest Labs vs LangGraph
- Black Forest Labs vs HeyGen
- Black Forest Labs vs Murf
- Black Forest Labs vs Pi
- Modal vs Ideogram
- Modal vs Adobe Firefly
- Modal vs Writer
- Modal vs Poe
- Modal vs Grok
- Modal vs Stable Diffusion
- Modal vs Leonardo AI
- Modal vs Pika
- Modal vs D-ID
- Modal vs AutoGen
- Modal vs Resemble AI
- Modal vs AI21 Labs
- Modal vs Anyword
- Modal vs Avathon
- Modal vs Banana
- Modal vs C3 AI Suite
- Modal vs Character.AI
- Modal vs Chatbase
- Modal vs Anthropic API
- Modal vs Fathom
- Modal vs RunPod
- Modal vs Lambda Labs
- Modal vs CoreWeave
- Modal vs Replicate
- Modal vs LangGraph
- Modal vs HeyGen
- Modal vs Murf
- Modal vs Pi

