Key Takeaways:
- Blaize targets $130M in 2026 revenue, up from $39M in 2024
- Its Graph Streaming Processor uses LPDDR memory, avoiding Nvidia's HBM costs
- Nokia partnership and Samsung Foundry supply chain support go-to-market expansion
Key Takeaways:

Blaize is betting its Graph Streaming Processor can carve a profitable niche in edge AI without taking on Nvidia head-on.
Blaize, the fabless chipmaker that went public via SPAC last year, is targeting $130 million in 2026 revenue by positioning its low-power AI processors for workloads that Nvidia's GPUs handle inefficiently.
"We are not here to replace Nvidia," Chief Financial Officer Harminder Sehmi said at a company event. "Different silicon for different workloads."
Blaize's Graph Streaming Processor uses LPDDR memory instead of the high-bandwidth memory found in Nvidia's data center GPUs, avoiding memory-related penalties on small-batch inference tasks. The company demonstrated a Supermicro server with 24 of its cards running highway-monitoring workloads at two to four times lower total cost of ownership versus an Nvidia-based setup, according to Sehmi. A single Blaize chip can handle four to five high-definition video streams simultaneously.
Blaize shares, which trade on the Nasdaq under BZAI, have no established valuation multiple given the company's early stage. The $130 million revenue target for 2026 compares with roughly $39 million in 2024, implying a compound annual growth rate above 80 percent. Most of that revenue will come from hardware in 2025 and 2026, with margins expected to improve as software and recurring revenue grow in 2027 and 2028.
Edge AI Use Cases Span Smart Cities, Defense and Industrial Applications
Blaize's chips are designed for environments where inference happens close to the data source — on drones, lampposts or rooftop-mounted boxes. The company's technology is already deployed by TCC, a subsidiary of Saudi Arabia's Public Investment Fund, for highway monitoring that includes license plate recognition and automated fines. Sehmi said Blaize equipment continued running during a rooftop test in September when internal temperatures reached 75 degrees Celsius, while a GPU-based system stopped working above 50 degrees.
The company is also deepening its partnership with Winmate, a Taiwanese maker of ruggedized industrial hardware. In drone applications, Blaize cards can support defensive capabilities by running navigation and threat-identification algorithms onboard, Sehmi said.
Nokia Partnership and Go-to-Market Expansion
Sehmi described Blaize's partnership with Nokia as a "game changer," noting that Nokia's existing relationships with data centers and its connectivity expertise create a distribution channel the chipmaker could not build alone. Blaize also works with independent software vendors to cover application areas it cannot address internally.
On the supply chain side, Blaize's chips are taped out by Samsung Foundry in Austin, Texas — a detail Sehmi said is important for defense contracts that require domestic manufacturing. The company is in discussions with Samsung and Micron about securing memory supply, though Sehmi said he did not yet have a definitive sourcing plan.
Next-Generation Chip and Financial Trajectory
Blaize is on its third chip design, with all three "lit up within the first hour" of testing, Sehmi said. The next-generation chip targets larger AI models — those in the seven-billion to eight-billion parameter range — and is intended to increase the Blaize component in hybrid systems relative to Nvidia GPUs.
The company's revenue mix will shift over time. Hardware will dominate 2025 and 2026, with 2026 including more system-level server sales. Some deployments, including the Yotta data center project in India, already include a software component that helped margins. Sehmi expects margins to improve significantly in 2027 and 2028 as software and recurring revenue become a larger share of the business.
For investors, the question is whether Blaize can execute on its $130 million target without being squeezed between Nvidia's dominance in data center AI and a wave of edge-focused competitors. The company's strategy of complementing rather than replacing Nvidia may limit its total addressable market, but its focus on rugged, low-power inference — where GPU-based systems struggle with heat and power constraints — gives it a defensible niche. Blaize has not provided 2027 projections but is considering introducing backlog and bookings metrics as its revenue mix evolves.
This article is for informational purposes only and does not constitute investment advice.