AI VISIBILITY REPORT

Bfl

Complete AI search performance analysis

30 prompts · 3 platforms · 90 responses

Mention Rate

named in 4 of 90 answers

needs work

About Bfl

Bfl

Black Forest Labs is a frontier AI research lab building visual intelligence models for image, video, audio, and action-prediction generation and editing. It offers access through API, open weights, enterprise licensing, and a playground for experimentation.

Category: AI / visual intelligence modelsSegment: DevelopersKey rival: Runway

Scorecard

Across all 90 AI answers

Visibility Score

0–100 · how often & how high you appear

Mention rate ÷ average rank (0–100). Higher when AI names you often and near the top.

Share of Voice

1.9%

your share vs competitors

Your share of the AI conversation, compared to competitors

Average Rank

#3.5

your position when you appear

Your typical position in AI recommendations

Visibility Distribution

Where you land across 90 answers — 30 prompts × 3 platforms

96%

Top pick #1 · 1 run

Recommended #2–3 · 2 runs

Mentioned #4+ · 1 run

Missing Not mentioned · 86 runs

Platform Performance

How your brand shows up on each AI platform — 30 prompts each

ChatGPT

0/30 responses mention you

Google AI Overviews

Avg rank #1.0

1/30 responses mention you

Perplexity

10%

Avg rank #4.3

3/30 responses mention you

Competitive
Landscape

How you compare against competitors
in AI visibility

2%YOUR SHARE

share of voice

Adobe Firefly9.8%

OpenAI9.5%

Midjourney6.1%

Together AI3.9%

Fal2.8%

Runway2.7%

Stable Diffusion2.3%

Canva2.3%

Bfl1.9%

Other58.8%

Prompt-Level Detail

Every prompt we ran, tagged by type, with who showed up alongside you

All Prompts

● = platforms that mentioned you (of 3)30 prompts

Prompt

Type

Competitors

Platforms

Avg Rank

What is the best multimodal model for image, video, and audio generation in one system?

Recommendations

1st

Which AI platforms are best for image generation when I need both high quality and an API?

Recommendations

2nd

Which AI model providers are best for enterprise image generation with SLA support?

Recommendations

2nd

What enterprise AI image generation platforms include dedicated support and SLA guarantees?

Buying intent

9th

What are the best AI models for generating and editing realistic images at production quality?

Recommendations

—

How do leading multimodal visual AI models compare for image quality and creative control?

Comparisons

—

How can I generate high-quality images through an API without spending weeks on integration?

Problem-solving

—

How do I choose between self-hosting an open-weight AI model and using a hosted API?

Problem-solving

—

What is the best AI model for creating image and video content for ads and social campaigns?

Buying intent

—

How do hosted image generation APIs compare with open-weight models for production use?

Comparisons

—

How can I run a generative media model on my own infrastructure with full control?

Problem-solving

—

What is the cheapest way to use a high-quality image generation API at scale?

Buying intent

—

Which AI model providers offer commercial licensing for self-hosted deployment?

Buying intent

—

What is a visual intelligence model and how is it different from a text-only AI model?

Educational

—

How do multimodal AI models generate image, video, audio, and action outputs from one prompt?

Educational

—

What are the best open-weight visual AI models for teams that want to self-host?

Recommendations

—

How do enterprise-ready generative media platforms compare on SLA, support, and volume pricing?

Comparisons

—

How do I evaluate whether an image generation model is good enough for production marketing assets?

Problem-solving

—

How can a team add multimodal AI generation to a product without building a model from scratch?

Problem-solving

—

What are open weights in AI, and when should a team choose them?

Educational

—

What is the difference between an AI model API and self-hosted model weights?

Educational

—

How do AI video generation platforms compare for realism, speed, and controllability?

Comparisons

—

How do open-weight visual models compare for fine-tuning and LoRA support?

Comparisons

—

What should I do if my image generation model struggles with text rendering and prompt adherence?

Problem-solving

—

How do I set up fine-tuning or LoRA workflows for an open-weight visual model?

Problem-solving

—

How much does an API for production image generation usually cost?

Buying intent

—

What should I look for in a contract for an enterprise visual AI model license?

Buying intent

—

How do image generation models handle prompt following, realism, and style diversity?

Educational

—

What does LoRA fine-tuning mean for generative media models?

Educational

—

What are the top AI platforms for agencies that need to generate creative assets at scale?

Recommendations

—

What is the best multimodal model for image, video, and audio generation in one system?

Type

Recommendations

Avg Rank

1st

Platforms

Competitors

Which AI platforms are best for image generation when I need both high quality and an API?

Type

Recommendations

Avg Rank

2nd

Platforms

Competitors

Which AI model providers are best for enterprise image generation with SLA support?

Type

Recommendations

Avg Rank

2nd

Platforms

Competitors

What enterprise AI image generation platforms include dedicated support and SLA guarantees?

Type

Buying intent

Avg Rank

9th

Platforms

Competitors

What are the best AI models for generating and editing realistic images at production quality?

Type

Recommendations

Avg Rank

—

Platforms

Competitors

How do leading multimodal visual AI models compare for image quality and creative control?

Type

Comparisons

Avg Rank

—

Platforms

Competitors

How can I generate high-quality images through an API without spending weeks on integration?

Type

Problem-solving

Avg Rank

—

Platforms

Competitors

How do I choose between self-hosting an open-weight AI model and using a hosted API?

Type

Problem-solving

Avg Rank

—

Platforms

Competitors

—

What is the best AI model for creating image and video content for ads and social campaigns?

Type

Buying intent

Avg Rank

—

Platforms

Competitors

#10

How do hosted image generation APIs compare with open-weight models for production use?

Type

Comparisons

Avg Rank

—

Platforms

Competitors

#11

How can I run a generative media model on my own infrastructure with full control?

Type

Problem-solving

Avg Rank

—

Platforms

Competitors

—

#12

What is the cheapest way to use a high-quality image generation API at scale?

Type

Buying intent

Avg Rank

—

Platforms

Competitors

#13

Which AI model providers offer commercial licensing for self-hosted deployment?

Type

Buying intent

Avg Rank

—

Platforms

Competitors

—

#14

What is a visual intelligence model and how is it different from a text-only AI model?

Type

Educational

Avg Rank

—

Platforms

Competitors

—

#15

How do multimodal AI models generate image, video, audio, and action outputs from one prompt?

Type

Educational

Avg Rank

—

Platforms

Competitors

#16

What are the best open-weight visual AI models for teams that want to self-host?

Type

Recommendations

Avg Rank

—

Platforms

Competitors

—

#17

How do enterprise-ready generative media platforms compare on SLA, support, and volume pricing?

Type

Comparisons

Avg Rank

—

Platforms

Competitors

#18

How do I evaluate whether an image generation model is good enough for production marketing assets?

Type

Problem-solving

Avg Rank

—

Platforms

Competitors

#19

How can a team add multimodal AI generation to a product without building a model from scratch?

Type

Problem-solving

Avg Rank

—

Platforms

Competitors

#20

What are open weights in AI, and when should a team choose them?

Type

Educational

Avg Rank

—

Platforms

Competitors

—

#21

What is the difference between an AI model API and self-hosted model weights?

Type

Educational

Avg Rank

—

Platforms

Competitors

—

#22

How do AI video generation platforms compare for realism, speed, and controllability?

Type

Comparisons

Avg Rank

—

Platforms

Competitors

#23

How do open-weight visual models compare for fine-tuning and LoRA support?

Type

Comparisons

Avg Rank

—

Platforms

Competitors

—

#24

What should I do if my image generation model struggles with text rendering and prompt adherence?

Type

Problem-solving

Avg Rank

—

Platforms

Competitors

—

#25

How do I set up fine-tuning or LoRA workflows for an open-weight visual model?

Type

Problem-solving

Avg Rank

—

Platforms

Competitors

—

#26

How much does an API for production image generation usually cost?

Type

Buying intent

Avg Rank

—

Platforms

Competitors

#27

What should I look for in a contract for an enterprise visual AI model license?

Type

Buying intent

Avg Rank

—

Platforms

Competitors

#28

How do image generation models handle prompt following, realism, and style diversity?

Type

Educational

Avg Rank

—

Platforms

Competitors

#29

What does LoRA fine-tuning mean for generative media models?

Type

Educational

Avg Rank

—

Platforms

Competitors

—

#30

What are the top AI platforms for agencies that need to generate creative assets at scale?

Type

Recommendations

Avg Rank

—

Platforms

Competitors

Citation Ecosystem

Understanding where AI models source information about your brand

Citation Breakdowncitations by source type

100%Third Party

Owned 0%

Competitor 0%

Third Party 100%

Not Cited 0%

Top Domainsthe sources AI cites most

youtube.com107

reddit.com38

arxiv.org29

medium.com29

linkedin.com24

Bfl

Mention Rate

Bfl

Scorecard

Visibility Score

Share of Voice

Average Rank

Visibility Distribution

Platform Performance

ChatGPT

Google AI Overviews

Perplexity

CompetitiveLandscape

Prompt-Level Detail

All Prompts

Citation Ecosystem

Competitive
Landscape