Impala Research
Adaptive inference is the future.
Herd is our inference engine. It reads the shape of your live traffic and reconfigures itself around it — kernels, batching, decoding — so the same fleet serves more tokens for less money.
300%
Token throughput
Up to 300% on the same hardware
↓ PPMT
Price per million tokens
Throughput lands on unit cost
0
Changes on your side
Same models, API, and prompts
How Herd works
Adaptive engine
Herd profiles your live traffic — prompt lengths, burstiness, cache reuse, concurrency — and re-tunes its execution plan against it, instead of running someone else's default.
State-of-the-art kernels
Kernel tuning, selection, and optimization made effortless — fully using every FLOP and every byte of memory bandwidth.
Custom speculators
Herd auto-selects the best speculator for your workload, lifting throughput while preserving your target model's behavior.
Send us a week of your traffic — we'll send back the numbers.
A benchmark on your own workload and models. No migration required.
Start your free benchmark