Rewriting the economics of intelligence
Boundless provides managed inference for AI-native startups building on open-weight models, optimized for production performance and lower costs.
Why we exist
Why we exist
Builders should not be limited by the economics of closed systems.
Closed systems make their pricing, capacity, and technical constraints part of every product built on them. Boundless makes open-weight models viable in production, giving builders more control over what comes next.
We choose depth over model breadth.
Every model behaves differently in production. Going deeper lets us shape the serving path around what each workload actually needs.
How it works
• Step 1
Find each model’s bottlenecks
We test precision, parallelism, caching, batching, and routing under representative traffic to identify where the serving path needs work.
• Step 2
Choose from workload evidence
We compare models against your quality threshold, context shape, latency target, traffic pattern, and budget—then recommend the model and serving approach that fit.
• Step 3
Measure what a successful task costs
Token price is only one input. Model quality, total token use, latency, and retries determine what completing the workload actually costs.
Build beyond the old cost curve.
Early access pricing
Better economics for what comes next
| Model | Input/1M | Output/1M |
|---|---|---|
| GLM-5.2 | $0.34 | $2.30 |
| DeepSeek-V4-Flash | $0.04 | $0.21 |
| NVIDIA Nemotron 3 Super | $0.12 | $0.52 |
| Qwen3.6 | $0.04 | $0.35 |
| deepseek-v4-pro-0813 | $1.04 | $2.08 |
| glm-5.1 | $0.84 | $2.80 |
| glm-5.3-flash | $0.12 | $0.40 |
| kimi-k2.5 | $0.45 | $2.25 |
| kimi-k2.6 | $0.45 | $2.71 |
| kimi-k3 | $2.30 | $11.40 |
| mimo-v2.5 | $0.12 | $0.24 |
| mimo-v2.5-pro | $0.35 | $0.70 |
| minimax-m2.7 | $0.30 | $1.20 |
| minimax-m3 | $0.28 | $1.10 |
| qwen3-coder-next | $0.12 | $0.80 |
| qwen3.8-flash | $0.15 | $0.47 |
Fit
Is Boundless right for your team?
Boundless is for AI-native startups moving open-weight models into production looking for better economics.
[ Fit 01 ]
Inference is central to your product and cost base.
[ Fit 02 ]
You are building on open-weight models or actively evaluating them.
[ Fit 03 ]
You have recurring production traffic, not a one-off experiment.
[ Fit 04 ]
You want a hands-on inference partner to customize your experience.