Pendium
OpenFPGA
OpenFPGA
Visibility20
Vibe76
Businesses/Semiconductor & Artificial Intelligence Infrastructure/OpenFPGA
OpenFPGA
AI Visibility & Sentiment

OpenFPGA

OpenFPGA is a hardware-abstraction and inference-as-a-service platform that provides a unified interface for FPGA and ASIC-based AI acceleration. It enables developers to deploy high-performance machine learning models across diverse hardware using a single, OpenAI-compatible API, removing the complexity of traditional FPGA programming.

Active Monitoring
openfpga.ai
Semiconductor & Artificial Intelligence Infrastructure
AI Visibility Score
20/100

Low

Sentiment Score
76/100
Score by Reach

How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

core
20
adjacent
17
aspirational
0
AI Perception

Summary

OpenFPGA currently enjoys high brand recall when explicitly queried, yet it remains fundamentally disconnected from the primary AI hardware acceleration ecosystem. While the brand secures top-tier visibility in Claude for specific inference workflows, it is systematically absent from the critical decision-making queries where engineers search for high-performance hardware alternatives.

Value Proposition

The platform offers a universal API to eliminate vendor lock-in, provides ultra-low deterministic latency, ensures extreme power efficiency (10x lower than GPUs), and enables seamless hardware bitstream management.

Overview

OpenFPGA is a hardware-abstraction and inference-as-a-service platform that provides a unified interface for FPGA and ASIC-based AI acceleration. It enables developers to deploy high-performance machine learning models across diverse hardware using a single, OpenAI-compatible API, removing the complexity of traditional FPGA programming.

Mission

To provide access to the world's most powerful programmable hardware through a single, unified interface, enabling high-performance and low-latency AI without the complexity.

Products & Services
OpenFPGA Unified API/SDKFPGA Accelerators (Bitstream Marketplace)OpenFPGA PlaygroundHardware Rankings & Benchmarking
Agent Breakdown

AI Platforms

How often do different AI platforms reference OpenFPGA?

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Conversation Analysis

Key Topics

What conversations is OpenFPGA included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend OpenFPGA to, and when?

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Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPTChatGPTClaudeClaudeGeminiGeminiAI OverviewsAI Overviews
FPGA & AI Hardware Acceleration Adoption(3 queries)

“what are the best FPGA accelerators for running real-time AI inference that i can integrate with my own software”

0/4 platforms mentioned

Core
ChatGPTChatGPT
1.AMD (Versal AI Core, Vitis AI, Alveo, Kria KV260 Vision AI Starter Kit)
2.Xilinx
3.TensorFlow
4.PyTorch
5.Caffe

+3 more

ClaudeClaude
1.Xilinx (Zynq UltraScale+)
2.Altera (FPGA AI Suite, Agilex 7 M-series)
3.Achronix
4.Lattice
5.Microsemi

+9 more

GeminiGemini
1.AMD (Xilinx, Alveo, Versal)
2.Vitis AI
3.PyTorch
4.TensorFlow
5.Intel (Altera, Agilex, Stratix, Intel FPGA AI Suite)

+6 more

AI OverviewsAI Overviews
1.AMD (Vitis AI, Alveo Series, Kria K26 SOM, Xilinx)
2.Intel (FPGA AI Suite, Agilex 7, Agilex 5)
3.PyTorch
4.TensorFlow
5.Achronix (VectorPath, Speedster7t)

+6 more

“find me an ai inference platform that supports fpgas and lets me use a unified api instead of writing custom hdl”

2/4 platforms mentioned

Core
ChatGPTChatGPT
1.Intel (oneAPI Base Toolkit, OpenVINO)
2.AMD (Xilinx, Vitis AI, VART, XModel, Unified Inference Frontend, ROCm)
ClaudeClaude
1.OpenFPGA
2.Altera (FPGA AI Suite)
3.TensorFlow
4.Caffe
5.AMD (Vitis AI)

+3 more

GeminiGemini
1.AMD (Xilinx, Vitis AI)
2.TensorFlow
3.PyTorch
4.Intel (OpenVINO, Intel FPGA AI Suite)
5.Mipsology Zebra
7.OpenFPGA

+6 more

AI OverviewsAI Overviews
1.Intel (Altera, FPGA AI Suite)
2.OpenVINO
3.AMD (Vitis AI, Vitis AI Runtime)
4.Xilinx
5.Microchip (PolarFire)

+2 more

“compare the top hardware acceleration platforms for high frequency trading where latency is the priority”

0/4 platforms mentioned

Adjacent
ChatGPTChatGPT
1.AMD (Xilinx, Alveo)
2.Exegy
3.Algo-Logic
4.NVIDIA
5.Solarflare

+3 more

ClaudeClaude

No brands listed

GeminiGemini
1.AMD (Xilinx, Alveo, Vivado Design Suite, Solarflare)
2.FINN
3.Intel (Altera, Quartus Prime Pro, OneAPI)
4.Exegy (NovaSparks, Enyx, NovaTick)
5.Algo-Logic

+2 more

AI OverviewsAI Overviews

No brands listed

Brand Perception

What AI Really Thinks

We asked each AI platform directly about OpenFPGA to understand how they perceive the brand. These responses back up the Sentiment Score and reveal tone, accuracy, and blind spots across platforms and personas.

1Positive
3Neutral
0Negative
across 4 responses

“What do you know about OpenFPGA? What do they do and what's their reputation?”

ChatGPTChatGPT
Positive

“…OpenFPGA is an open-source framework for agile prototyping of customizable FPGA fabrics.…”

ClaudeClaude
Neutral

No snippet captured

GeminiGemini
Neutral

No snippet captured

AI OverviewsAI Overviews
Neutral

No snippet captured

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

High brand awareness and top-of-page placement when users explicitly search for 'OpenFPGA' across ChatGPT, Claude, and Gemini.

Strength

Successful capture of 'Edge Computing AI Researcher' interest with first-place rankings in highly relevant niche queries.

Strength

Reliable visibility within developer-centric workflows, specifically regarding bitstream deployment management on ChatGPT.

Technical Health

Site Health for AI Visibility

How well OpenFPGA's website is optimized for AI agent discovery and comprehension.

84/100
14 passed 2 warnings 3 issues
Audited 3/25/2026
Crawlability96

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO71

Titles, descriptions, headings

Content Quality60

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG82

Open Graph, Twitter cards

AI Readability100

How well AI can parse your content

Critical Issues

!

Page has no meta description

Add a <meta name="description"> tag summarizing the page (150-160 characters).

!

Page has no H1 heading

Add a single H1 tag as the main page heading.

!

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

!

2 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

!

Few headings on page

Add more H2 and H3 headings to organize content into sections.

!

Few internal links on this page

Add more internal links to related pages on your site.

!

Missing Open Graph tags for social sharing

Add og:title, og:description, and og:image meta tags.

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Brand Identity

Brand Voice & Style

How AI perceives OpenFPGA's communication style and personality

OpenFPGA communicates with the precision and clarity of a high-end engineering firm, balanced by a developer-first accessibility. The tone is authoritative and technically rigorous, yet it remains welcoming to engineers by focusing on removing complexity and providing seamless integration. It emphasizes performance, efficiency, and reliability, positioning itself as a sophisticated, modern infrastructure partner that speaks the language of developers and systems architects.

Core Tone Traits

Technically Authoritative

Demonstrates deep expertise in hardware-level inference and FPGA architecture.

Developer-Centric

Focuses on ease of integration, API compatibility, and removing friction for technical users.

Performance-Driven

Highlights metrics like latency, throughput, and power efficiency to prove value.

Direct and Pragmatic

Communicates value propositions clearly without marketing fluff, focusing on 'what it does' and 'how it works'.

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of OpenFPGA

1TensorFlow22 mentions
2PyTorch21 mentions
3Xilinx17 mentions
4ONNX Runtime13 mentions
5Groq13 mentions
6AMD12 mentions
7OpenVINO11 mentions
8Apache TVM10 mentions
9Intel10 mentions
10Caffe9 mentions
11OpenFPGA5 mentions
Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

xilinx.com

https://www.xilinx.com/content/dam/xilinx/publications/solution-briefs/xilinx-versal-ai-compute-solution-brief.pdf

Referenced in 1 query

Pitch Story
pegasussonline.com

https://pegasussonline.com/products/xilinx-alveo-u280-data-center-accelerator-card

Referenced in 1 query

Review
amd.com

https://www.amd.com/en/products/accelerators/alveo/vivado-for-alveo.html

Referenced in 1 query

Review
amd.com

https://www.amd.com/en/products/system-on-modules/kria/k26/kv260-vision-starter-kit.html

Referenced in 1 query

Review
xilinx.github.io

https://xilinx.github.io/kria-apps-docs/kv260/2021.1/build/html/docs/nlp-smartvision/docs/introduction_nlp.html

Referenced in 1 query

Pitch Story
achronix.com

https://achronix.com/product/speedster7t-fpgas

Referenced in 2 queries

Pitch Story
bittware.com

https://www.bittware.com/products/s7t-vg6/

Referenced in 1 query

Review
edgecortix.com

https://www.edgecortix.com/en/press-releases/edgecortix-partners-with-bittware-to-deliver-high-performance-low-latency-ai-acceleration-solution-for-intel-agilex-fpgas

Referenced in 2 queries

Pitch Story
achronix.com

https://achronix.com/AI/ai-models-powered-achronix

Referenced in 1 query

Pitch Story
altera.com

https://www.altera.com/products/development-tools/fpga-ai-suite

Referenced in 2 queries

Review
aws.amazon.com

https://aws.amazon.com/about-aws/whats-new/2017/04/amazon-ec2-f1-instances-customizable-fpgas-for-hardware-acceleration-are-now-generally-available/

Referenced in 2 queries

Partner
arxiv.org

https://arxiv.org/abs/2603.22867

Referenced in 1 query

Review
Content Engineering

Recommended Actions

!

Develop comprehensive, vendor-neutral hardware benchmark whitepapers targeting 'best FPGA accelerators for real-time AI' search intent.

The data shows total invisibility in the hardware adoption stage; providing public, verifiable performance data is the most direct way to intercept these high-intent queries.

Impact: High
!

Optimize content for 'Infrastructure Provider Trust' keywords to align with user searches for reliable benchmarks.

Engineers currently view Xilinx and AMD as the defaults; providing transparent comparisons will bridge the trust gap required for procurement consideration.

Impact: High
~

Create developer-focused technical guides and tutorials explicitly mentioning OpenFPGA within the context of 'AI inference platforms' and 'frameworks'.

Strengthening presence in the developer workflow segment will move the brand from an aspirational mention to an active alternative during the prototyping phase.

Impact: Medium
~

Expand public-facing 'Edge Computing' success stories into the high-frequency trading sector.

Building on the brand's existing positive reception from the Edge Computing AI Researcher persona will create a bridge to more lucrative, high-performance infrastructure markets.

Impact: Low

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Data generated by Pendium.ai AI visibility scanning. Last scanned March 25, 2026.

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