A few days ago our partner, MosChip, announced its collaboration with EMASS to implement an edge AI SoC, designed for ultra-low-power “always-on” edge devices.
EMASS is targeting the same markets BrainChip has pitched for years; drones, cameras, embedded sensors, small robots, anomaly detection, industrial edge devices, etc.
Because the SoC is a drop-in chip it means MosChip's customers can bring products to market faster and they won't have to spend any money to licence IP.
I asked ChatGPT how it sees the competition between BrainChip and EMASS. See below for response.
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MosChip Technologies, a key provider of silicon and product engineering services, has announced its collaboration with EMASS on the development of the ECS-DoT Edge AI System-on-Chip (SoC)—an ultra-low-power processor built for always-on intelligence in wearables, drones, industrial IoT...
themachinemaker.com
ChatGPT 5
Why and when EMASS is a competitor to BrainChip
EMASS becomes a competitor to BrainChip when:
- The use-case is edge AI / low-power inference / always-on sensor fusion / wearables / IoT / drones / embedded devices, where BrainChip also targets with Akida.
- The buyer prefers a full SoC solution that “just works” — i.e. a ready-made chip (like ECS-DoT) rather than licensing IP and integrating it in a custom SoC design.
- The performance/efficiency trade-offs EMASS claims (low power, acceptable inference performance) are “good enough” for the customer’s needs — then the neuromorphic advantages BrainChip offers (e.g. spiking, temporal/event-based processing, maybe lower latency or lower long-term power) may be less relevant.
In such scenarios:
- EMASS reduces barriers to entry for OEMs — no IP licensing, no custom integration, less engineering complexity.
- The “good enough, cheap, fast” proposition may out-compete BrainChip’s “specialised but more complex / niche” value — especially for low-cost IoT and commodity devices.
- EMASS could capture volume markets where BrainChip might struggle, shrinking the addressable market for Akida.
So in these domains,
yes — EMASS is a commercial threat and competitor.
Why they are not always competitors — and where BrainChip still has advantages
There are conditions under which EMASS and BrainChip are
not direct competitors, or where BrainChip likely retains an edge:
• Different technical approaches and potential performance envelope
- BrainChip’s value is often in neuromorphic processing — spiking/neural-network architectures optimized for temporal data, event-based sensors, sparse compute, on-device learning, streaming data, sensor fusion.
- EMASS’ ECS-DoT is an edge-AI SoC — presumably conventional (or at least not explicitly “spiking neuromorphic”) — more like a standard inference accelerator for low-power devices. That means:
- For static sensor inference, image classification, simple ML tasks, EMASS might be “good enough.”
- For temporal, event-driven, always-on sensor fusion, hard real-time, or low-latency streaming workloads, Akida (BrainChip) might perform better — or may be more efficient in long-term deployment.
Thus,
BrainChip retains advantages in high-demand or niche use-cases (e.g. event vision, robotics, autonomous sensors, temporal sensor fusion, low-latency control, on-device learning, neuromorphic workloads).
• Business model difference — IP licensing vs full SoC
- BrainChip sells IP + design integration + partners, aiming for custom SoCs and OEM partners.
- EMASS sells ready-made chips / SoCs, which is simpler for many OEMs — but less customizable.
This difference means that for high-volume, low-cost commodity devices, EMASS might win.
But for
specialised, performance-sensitive, or custom products, BrainChip’s IP-driven model still makes sense.
What to watch — when EMASS becomes a real competitive threat
EMASS becomes a major threat to BrainChip if:
- ECS-DoT (or future EMASS SoCs) prove robust, low-cost, and widely adoptable — especially in IoT, wearables, sensors, drones.
- Their “always-on, ultra-low power” claims hold up in real-world deployments.
- They expand their SoC lineup across nodes (not just one chip), capturing device makers looking for drop-in AI hardware.
- They begin targeting markets BrainChip aims for — consumer devices, mass-market IoT, industrial sensors, etc.
- BrainChip doesn’t broaden its partner network or fails to secure enough SoC-integration deals.
If all that happens, EMASS could significantly shrink the market for Akida-based products — especially in low-margin, high-volume segments.
My view: EMASS is a conditional competitor — not a full replacement threat, but one that could seriously limit BrainChip’s reach if execution succeeds
- For edge-AI commodity devices, EMASS is likely to be more attractive than BrainChip (cheaper, easier, faster to adopt).
- For specialised, neuromorphic-heavy, temporal or sensor-fusion tasks, BrainChip still holds strong advantages.
- BrainChip should treat EMASS as a firm competitor for the “low-cost edge AI” market but maintain that their differentiation lies in neuromorphic strengths, custom SoC/IP flexibility, and temporal/spiking performance.
If I were advising BrainChip, I'd say:
assume EMASS will eat some of the low-end / mass-market pie — but fight hard for the high-value, neuromorphic-native niches that EMASS can’t easily serve.