What does "AI visibility" mean for my business?

When someone asks ChatGPT, Claude, or Gemini "what is the best..." or "where can I find...", AI gives specific recommendations. AI visibility is a measure of how often — and how positively — these AI platforms mention your business. It's the new version of being on the first page of Google, except now there are no pages — just one answer.

Which AI platforms do you monitor?

Pendium monitors ChatGPT, Claude, Gemini, Grok, Perplexity, DeepSeek, and Google AI Overviews — seven major AI platforms that consumers use to research local services. We run real queries that your customers actually ask and analyze the responses for mentions of your business, competitors, and industry topics.

How does Pendium improve my visibility?

Three ways. First, we identify the exact queries and topics where you're invisible. Second, we generate AI-optimized content — articles, guides, social posts — designed to help AI agents understand your business and recommend your services to the right people. Third, we continuously monitor to track improvement and find new opportunities. Most clients see measurable improvement within 60 days.

How long until I see results?

You'll get your first visibility report within minutes of signing up. Actual visibility improvement varies, but our clients typically see a 47% average improvement within 60 days. Some see results faster — it depends on your current online presence and how competitive your local market is.

Do I need to be technical to use this?

Not at all. Enter your website URL and Pendium handles everything: scanning AI platforms, analyzing your visibility, generating content, and tracking improvement. The dashboard is designed for business owners, not engineers. If you can check your email, you can use Pendium.

What makes this different from SEO?

Traditional SEO optimizes for Google's search rankings — blue links on a results page. AI visibility is different: AI doesn't show links, it gives direct answers. Even if you rank #1 on Google, ChatGPT might recommend a competitor. Pendium optimizes for the new paradigm — making sure AI platforms know about, trust, and recommend your business.

Pricing

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OpenFPGA

Visibility20

Vibe76

Businesses/Semiconductor & Artificial Intelligence Infrastructure/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 Priority

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

adjacent

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe OpenFPGA today.

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.

Working in your favor

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

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

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

Gaps to close

Complete invisibility in 'Hardware Acceleration Adoption' queries where users seek recommendations for top FPGA accelerators.

Failure to penetrate the 'Infrastructure Provider Trust' category, leaving competitor space open for established players like Xilinx and AMD.

Underperformance in the 'Developer Workflow' search intent, specifically where users look for general tools and frameworks to support their AI prototyping.

Opportunities

Establish OpenFPGA as an authoritative voice by creating content specifically addressing 'independent benchmarks' and 'reliability comparisons' for FPGA-based AI.

Integrate into the developer toolkit ecosystem by targeting 'framework recommendation' queries, a space currently dominated by incumbents like PyTorch and TVM.

Leverage the brand's positive sentiment among Edge AI researchers to produce 'best-in-class' case studies that address the missing adoption queries.

Highest-Impact 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.

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.

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.

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

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

Current State

Visibility Landscape

A high-level view of how OpenFPGA performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	97	97	97	70
Core5q Product/service category queries	0	41	23	0
Growth Areas4q Adjacent, aspirational & visionary	47	0	0	0

Competitive Landscape

TensorFlow22 mentions

PyTorch21 mentions

Xilinx17 mentions

ONNX Runtime13 mentions

Groq13 mentions

AMD12 mentions

OpenVINO11 mentions

Apache TVM10 mentions

Intel10 mentions

Caffe9 mentions

OpenFPGA5 mentions

Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve OpenFPGA's AI visibility.

Key Findings

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.

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.

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.

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.

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.

ChatGPT

Claude

Gemini

AI 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

ChatGPT

1.AMD (Versal AI Core, Vitis AI, Alveo, Kria KV260 Vision AI Starter Kit)

2.Xilinx

3.TensorFlow

4.PyTorch

5.Caffe

+3 more

Claude

1.Xilinx (Zynq UltraScale+)

2.Altera (FPGA AI Suite, Agilex 7 M-series)

3.Achronix

4.Lattice

5.Microsemi

+9 more

Gemini

1.AMD (Xilinx, Alveo, Versal)

2.Vitis AI

3.PyTorch

4.TensorFlow

5.Intel (Altera, Agilex, Stratix, Intel FPGA AI Suite)

+6 more

AI 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

ChatGPT

1.Intel (oneAPI Base Toolkit, OpenVINO)

2.AMD (Xilinx, Vitis AI, VART, XModel, Unified Inference Frontend, ROCm)

Claude

1.OpenFPGA

2.Altera (FPGA AI Suite)

3.TensorFlow

4.Caffe

5.AMD (Vitis AI)

+3 more

Gemini

1.AMD (Xilinx, Vitis AI)

2.TensorFlow

3.PyTorch

4.Intel (OpenVINO, Intel FPGA AI Suite)

5.Mipsology Zebra

7.OpenFPGA

+6 more

AI 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

ChatGPT

1.AMD (Xilinx, Alveo)

2.Exegy

3.Algo-Logic

4.NVIDIA

5.Solarflare

+3 more

Claude

No brands listed

Gemini

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 Overviews

No brands listed

Source Intelligence

Citations

The sources AI platforms cite when recommending this brand. Pendium reverse-engineers what's already proven to be catnip to AI agents, then engineers content that fills gaps and helps agents do their job — which means more citations for you.

Xilinx Versal Ai Compute Solution Brief.Pdf

xilinx.com

Social1 ref

Xilinx Alveo U280 Data Center Accelerator Card

pegasussonline.com

OpenFPGA

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

OpenFPGA

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.