Edge AI & On-Device Inference Silicon

Low-power neural processing units, NPUs, and inference accelerators designed to run ML models locally on cameras, vehicles, robots, and IoT devices rather than in the cloud. Buyers are hardware engineers, robotics startups, and embedded systems architects evaluating chips for production fleets.

The ChatGPT Ad Library has captured 14 sponsored ads from 12 advertisers in Edge AI & On-Device Inference Silicon inside ChatGPT, led by SLYD Group Inc, Oracle, Fixstars.

Turn these ads into your plan

Draft your own targeting and context hints, grounded in the real ads: the buyer prompts that trigger them, who's already running, and a fit check before you spend.

Try it for free

In the ChatGPT Ad Library, SLYD Group Inc, Oracle and Fixstars lead advertising in Edge AI & On-Device Inference Silicon. Here's what they're saying inside ChatGPT.

What they're running

14 ads

Oracle ChatGPT ad — Efficient AI on OCI
Oracle

Efficient AI on OCI

GPU capacity at flat price. See a demo.

Triggering prompt

how do i deploy a quantized phi-3-mini on coral edge tpu is it even supported

Kibo Commerce ChatGPT ad — One OMS for B2B and B2C order management
Kibo Commerce

One OMS for B2B and B2C order management

Unify inventory and orchestrate every order on one composable OMS. Fulfill from anywhere.

Triggering prompt

kria kv260 vision ai starter kit current price and where to buy with nimbix license

Span.app ChatGPT ad — Span: Prompt-2-prod observability and optimization
Span.app

Span: Prompt-2-prod observability and optimization

See the real mix of AI tools and models across teams, and know where to support or invest

Triggering prompt

best quantization toolchain for running llama 3.2 1b on hailo-8 or memryx in production

O'Reilly Learning Platform ChatGPT ad — See the power of precision learning
O'Reilly Learning Platform

See the power of precision learning

Assess, learn, and earn verified badges in Python, Java, Kubernetes & more. Built for real growth

Triggering prompt

best open source tinyml platform under $50 for stm32n6 or esp32 edge ai projects in 2026

Oracle ChatGPT ad — Lower-Cost AI Infra
Oracle

Lower-Cost AI Infra

OCI GPU AI capacity. See a demo.

Triggering prompt

edge impulse vs qualcomm ai hub pricing for shipping around 5000 devices on snapdragon

SLYD Group Inc ChatGPT ad — NVIDIA & AMD GPUs and AI Servers
SLYD Group Inc

NVIDIA & AMD GPUs and AI Servers

NVIDIA & AMD GPUs and OEM-built AI servers, backed by Dell, Supermicro, HPE & Lenovo support

Triggering prompt

jetson orin nano vs hailo-15 for smart ip camera production fleet which one wins on perf per watt

Flova.ai ChatGPT ad — Automate AI Creation with Flova CLI
Flova.ai

Automate AI Creation with Flova CLI

Connect Codex, Claude Code and AI agents into one automated creative workflow.

Triggering prompt

how to deploy a quantized tinyml anomaly detection model on innatera or ambiq apollo4 plus

Contec Americas Inc ChatGPT ad — Edge AI Industrial Automation
Contec Americas Inc

Edge AI Industrial Automation

Rugged fanless computers engineered for automation, machine vision, and edge AI.

Triggering prompt

hailo-8 m.2 card bulk pricing and where to source for industrial iot deployment

Coram AI ChatGPT ad — Best Verkada Alternative
Coram AI

Best Verkada Alternative

Keep existing cameras. Add AI search, cloud management, and real-time alerts.

Triggering prompt

syntiant ndp120 vs brainchip akida which is better for always-on keyword spotting on a coin cell battery

Jellyfish ChatGPT ad — How does your AI token usage compare?
Jellyfish

How does your AI token usage compare?

Benchmarks from 1000+ companies, 200K engineers, and 37M PRs.

Triggering prompt

best edge ai chip in 2026 for running a quantized llama 3.2 1b locally on a robot — axelera metis vs hailo-15 vs kneron kl720, which has the strongest sdk

Fixstars ChatGPT ad — Optimize AI Models for Edge Silicon
Fixstars

Optimize AI Models for Edge Silicon

20 yrs of embedded acceleration, now AI-driven. Guaranteed 5% gain or full refund.

Triggering prompt

how do i take a pytorch yolov8 model and compile it for openvino on intel movidius

Coram AI ChatGPT ad — AI Cloud NVR — 10-Minute Setup
Coram AI

AI Cloud NVR — 10-Minute Setup

AI security cameras with weapon detection & text search. Works with any IP camera. Get a quote.

Triggering prompt

jetson orin nano vs hailo-15 vs coral edge tpu on tops per watt for running yolov8 on a battery-powered security camera

OneTrust ChatGPT ad — OneTrust Runtime AI Governance On-Demand Demo
OneTrust

OneTrust Runtime AI Governance On-Demand Demo

Preview featured capabilities including AI detection & inventoy, runtime observabiliy, and more.

Triggering prompt

how do you properly a/b test two different yolo models on edge devices in production without sending raw video back to the cloud

ScaleOps ChatGPT ad — Infrastructure That Optimizes Itself
ScaleOps

Infrastructure That Optimizes Itself

Automation for Kubernetes and AI infrastructure teams.

Triggering prompt

jetson orin nano vs hailo-8 for a 2000 device industrial camera fleet which one is actually easier to manage with ota model updates

What triggers them

See all prompts
"how do i deploy a quantized phi-3-mini on coral edge tpu is it even supported"
"kria kv260 vision ai starter kit current price and where to buy with nimbix license"
"best quantization toolchain for running llama 3.2 1b on hailo-8 or memryx in production"

Ready to plan your own?

Draft your targeting and context hints, grounded in the real ads and prompts you just saw.

Try it for free

Edge AI & On-Device Inference Silicon ads on ChatGPT — FAQ

Who advertises in Edge AI & On-Device Inference Silicon on ChatGPT?
According to the ChatGPT Ad Library, the leading advertisers running Edge AI & On-Device Inference Silicon ads inside ChatGPT are SLYD Group Inc, Oracle, Fixstars, Coram AI, and Contec Americas Inc. In total the ChatGPT Ad Library has tracked 12 advertisers running ads in this niche.
How many advertisers run Edge AI & On-Device Inference Silicon ads on ChatGPT?
The ChatGPT Ad Library has captured 12 distinct advertisers and 14 ad creatives running in Edge AI & On-Device Inference Silicon inside ChatGPT.
What prompts trigger Edge AI & On-Device Inference Silicon ads in ChatGPT?
According to the ChatGPT Ad Library, sponsored Edge AI & On-Device Inference Silicon ads show up on prompts like: "best npu under 3 watts for running phi-3 mini on battery powered ar glasses in 2026", "best open source tinyml platform under $50 for stm32n6 or esp32 edge ai projects in 2026", "best quantization toolchain for running llama 3.2 1b on hailo-8 or memryx in production", "best sub-watt npu under 5mw for vibration analytics on battery powered industrial sensors in 2026", and "best edge ai chip in 2026 for running a quantized llama 3.2 1b locally on a robot — axelera metis vs hailo-15 vs kneron kl720, which has the strongest sdk".

Something missing, or want to work together?

Questions about the data, a brand you expected to see, partnerships, or access to the intelligence layer. We read every message.

Contact us →