$300
(Buyer will receive $100 coupon, good for 90 days, toward any other JPR AIP report, including the AIP Information Management Tracker)
Jon Peddie Research’s Neurosymbolic AI Systems report is a supply-side report; it covers the companies building Neurosymbolic AI systems inference at the edge and in the cloud.
The Neurosymbolic AI Systems report defines how such hybrid systems are used and (in general) configured.
The report also contains information about the companies in this segment and their technology and products, as well as the approaches each company is taking.
Neurosymbolic AI systems are not a replacement for GPUs or NPUs — they are typically made using such chips and low-volume devices where the time and cost of designing and building an ASIC don’t make sense. The JPR report covers the architecture, competitive landscape, and commercial trajectory of Neurosymbolic AI chips from the seemingly multitude of 153 suppliers.
Description
Neurosymbolic systems occupy a distinctive position in the AI processor landscape. Unlike
fixed-function GPUs, NPUs, or ASICs, a neurosymbolic system is a hybrid combining elements
of multiple AI processors, with no set topology, device type, or vendor preference. A system may
contain arrays of configurable programmable processor types, logic blocks, or custom neural
processing hardware. This programmability gives neurosymbolic systems a unique capability: A
developer can map an AI inference workload directly to hardware, enabling the hardware to
adapt as models evolve, without the cost or lead time of a new silicon tape-out.
The report covers the architecture, competitive landscape, and commercial trajectory of
neurosymbolic chips being used for AI.
The report includes competitive profiles, a supplier table, market size and unit shipment forecasts
through 2031, ASP analysis by segment, and more.
The Neurosymbolic AI Systems report is a valuable resource for understanding the neurosymbolic
market, providing insight into the capabilities of these processors today and those coming in the
near future.
Neurosymbolic AI Systems Report Table of Contents
Table of Contents
- Neurosymbolic AI Bridges Logic and Neural Networks
- What is Neurosymbolic AI?
- Common architectural patterns
- Real-world momentum
- Does anyone make Neurosymbolic AI?
- What do we think?
- Appendix: Neurosymbolic AI
- A: Market Size Estimates
- B: Key Players
- C: Architectural Patterns
- D: Why It Matters
- E: Sources




